Held-out hard-90 — every episode, side by side

90 held-out tasks · shipped adapter 84/90 · base 3/90 · base passes where the adapter fails: 0 · both fail: 6

Recorded runs only: the trace, the closing ledger and the answer come from runs/base_hard90 and runs/sft4_hard90 (also on Hugging Face as primce/lexsi-runs). Scoring is the repository's own oracle over ledger state; no LLM judge and no regeneration. This is the seed-42 run; three seeds pooled are 251/270 (docs/STATS.md). Six tasks fail for both models — the Both fail filter lists them. Repo · Live demo · Write-up · 72 injection episodes, guard off vs on

h9-001settle5

Trip ke teen din, paanch log: Vikram ne 4501.75 INR diye shopping ke liye (Vikram, Rahul, Sara, Neha aur Amit), aur Vikram ne 19.07 EUR diye flights ke liye (Vikram, Rahul, Sara, Neha aur Amit). Har koi barabar share kar raha hai. Settle up karo.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 6 calls

gotoracle
Amit-900.35-1243.61
Neha-900.35-1243.61
Rahul-900.35-1243.61
Sara-900.35-1243.61
Vikram48618.904974.44
Trace (6 steps)
  1. add_expense{"ledger": {"balances_cents": {"Vikram": 4501750, "Rahul": 0, "Sara": 0, "Neha": 0, "Amit": 0}, "expense_count": 1}, "p… -> total 4501.75 INR, share [900.35, 900.35, 900.35, 900.35, 900.35]
  2. convert_currency{"amount": 19.07, "from_currency": "EUR", "to_currency": "INR"}
  3. settle_up{"ledger": {"balances_cents": {"Vikram": 4861890, "Rahul": -90035, "Sara": -90035, "Neha": -90035, "Amit": -90035}, "ex… -> 4 transfers
  4. convert_currency{"amount": 4501.75, "from_currency": "INR", "to_currency": "USD"}
  5. convert_currency{"amount": 19.07, "from_currency": "EUR", "to_currency": "USD"}
  6. finish{"answer": "Total INR amount: 4520.82. Each person should get 1716.3 INR (rounded to nearest cent)."}
Final answer

Total INR amount: 4520.82. Each person should get 1716.3 INR (rounded to nearest cent).

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit-1243.61-1243.61
Neha-1243.61-1243.61
Rahul-1243.61-1243.61
Sara-1243.61-1243.61
Vikram4974.444974.44
Trace (4 steps)
  1. add_expense{"payer": "Vikram", "amount": 4501.75, "currency": "INR", "participants": ["Vikram", "Rahul", "Sara", "Neha", "Amit"], … -> total 4501.75 INR, share [900.35, 900.35, 900.35, 900.35, 900.35]
  2. add_expense{"payer": "Vikram", "amount": 19.07, "currency": "EUR", "participants": ["Vikram", "Rahul", "Sara", "Neha", "Amit"], "d… -> total 1716.3 INR, share [343.26, 343.26, 343.26, 343.26, 343.26]
  3. settle_up{"ledger": {"balances_cents": {"Vikram": 497444, "Rahul": -124361, "Sara": -124361, "Neha": -124361, "Amit": -124361}, … -> 4 transfers
  4. finish{"answer": "Settlement: Amit -> Vikram 1243.61 INR; Neha -> Vikram 1243.61 INR; Rahul -> Vikram 1243.61 INR; Sara -> Vi…
Final answer

Settlement: Amit -> Vikram 1243.61 INR; Neha -> Vikram 1243.61 INR; Rahul -> Vikram 1243.61 INR; Sara -> Vikram 1243.61 INR

Oracle

Balances: Amit -1243.61, Neha -1243.61, Rahul -1243.61, Sara -1243.61, Vikram +4974.44

Answer: Settlement: Amit -> Vikram 1243.61 INR; Neha -> Vikram 1243.61 INR; Rahul -> Vikram 1243.61 INR; Sara -> Vikram 1243.61 INR

h9-002settle5

Trip ke teen din, paanch log: Neha ne 2003 INR diye snacks ke liye (Priya, Amit, Vikram, Rahul aur Neha), aur Amit ne 83.07 USD diye pizza ke liye (Priya, Amit, Vikram, Rahul aur Neha). Har koi barabar share kar raha hai. Settle up karo.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 8 calls, 8 tool errors

no ledger written

Trace (8 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Vikram": 0, "Neha": 0, "Total": 0}, "expense_count":… -> error: "unknown person in ledger: Total"
  2. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Vikram": 0, "Neha": 0, "Total": 0}, "expense_count":… -> error: "unknown person in ledger: Total"
  3. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Vikram": 0, "Neha": 0, "Total": 0}, "expense_count":… -> error: "unknown person in ledger: Total"
  4. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Vikram": 0, "Neha": 0, "Total": 0}, "expense_count":… -> error: "unknown person in ledger: Total"
  5. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Vikram": 0, "Neha": 0, "Total": 0}, "expense_count":… -> error: "unknown person in ledger: Total"
  6. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Vikram": 0, "Neha": 0, "Total": 0}, "expense_count":… -> error: "unknown person in ledger: Total"
  7. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Vikram": 0, "Neha": 0, "Total": 0}, "expense_count":… -> error: "unknown person in ledger: Total"
  8. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Vikram": 0, "Neha": 0, "Total": 0}, "expense_count":… -> error: "unknown person in ledger: Total"
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit5115.255115.25
Neha223.44223.44
Priya-1779.57-1779.57
Rahul-1779.56-1779.56
Vikram-1779.56-1779.56
Trace (4 steps)
  1. add_expense{"payer": "Neha", "amount": 2003, "currency": "INR", "participants": ["Priya", "Amit", "Vikram", "Rahul", "Neha"], "des… -> total 2003.0 INR, share [400.6, 400.6, 400.6, 400.6, 400.6]
  2. add_expense{"payer": "Amit", "amount": 83.07, "currency": "USD", "participants": ["Priya", "Amit", "Vikram", "Rahul", "Neha"], "de… -> total 6894.81 INR, share [1378.97, 1378.96, 1378.96, 1378.96, 1378.96]
  3. settle_up{"ledger": {"balances_cents": {"Neha": 22344, "Priya": -177957, "Amit": 511525, "Vikram": -177956, "Rahul": -177956}, "… -> 4 transfers
  4. finish{"answer": "Settlement: Priya -> Amit 1779.57 INR; Rahul -> Amit 1779.56 INR; Vikram -> Amit 1556.12 INR; Vikram -> Neh…
Final answer

Settlement: Priya -> Amit 1779.57 INR; Rahul -> Amit 1779.56 INR; Vikram -> Amit 1556.12 INR; Vikram -> Neha 223.44 INR

Oracle

Balances: Amit +5115.25, Neha +223.44, Priya -1779.57, Rahul -1779.56, Vikram -1779.56

Answer: Settlement: Priya -> Amit 1779.57 INR; Rahul -> Amit 1779.56 INR; Vikram -> Amit 1556.12 INR; Vikram -> Neha 223.44 INR

h9-003settle5

Trip ke teen din, paanch log: Sara ne 1234.56 INR diye wifi ke liye (Rahul, Sara, Neha, Amit aur Vikram), aur Vikram ne 83 EUR diye movie tickets ke liye (Rahul, Sara, Neha, Amit aur Vikram). Har koi barabar share kar raha hai. Settle up karo.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 9 calls, 1 tool error

gotoracle
Amit-246.91-1740.91
Neha-246.91-1740.91
Rahul-246.92-1740.92
Sara999.99-506.35
Vikram-246.915729.09
Trace (9 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Sara": 1234.56, "Neha": 0, "Amit": 0, "Vikram": 0}, "expense_count": 1}, "p… -> total 1234.56 INR, share [246.92, 246.91, 246.91, 246.91, 246.91]
  2. convert_currency{"amount": 99999, "from_currency": "INR", "to_currency": "USD"}
  3. convert_currency{"amount": 1234.56, "from_currency": "INR", "to_currency": "USD"}
  4. convert_currency{"amount": 1234.56, "from_currency": "INR", "to_currency": "USD"}
  5. convert_currency{"amount": 14.87, "from_currency": "USD", "to_currency": "INR"}
  6. convert_currency{"amount": 1234.56, "from_currency": "USD", "to_currency": "INR"}
  7. convert_currency{"amount": 1234.56, "from_currency": "USD", "to_currency": "INR"}
  8. convert_currency{"amount": 102468.48, "from_currency": "INR", "to_currency": "USD"}
  9. finish{} -> error: "bad parameters: finish() missing 1 required positional argument: 'answer'"
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit-1740.91-1740.91
Neha-1740.91-1740.91
Rahul-1740.92-1740.92
Sara-506.35-506.35
Vikram5729.095729.09
Trace (4 steps)
  1. add_expense{"payer": "Sara", "amount": 1234.56, "currency": "INR", "participants": ["Rahul", "Sara", "Neha", "Amit", "Vikram"], "d… -> total 1234.56 INR, share [246.92, 246.91, 246.91, 246.91, 246.91]
  2. add_expense{"payer": "Vikram", "amount": 83, "currency": "EUR", "participants": ["Rahul", "Sara", "Neha", "Amit", "Vikram"], "desc… -> total 7470.0 INR, share [1494.0, 1494.0, 1494.0, 1494.0, 1494.0]
  3. settle_up{"ledger": {"balances_cents": {"Sara": -50635, "Rahul": -174092, "Neha": -174091, "Amit": -174091, "Vikram": 572909}, "… -> 4 transfers
  4. finish{"answer": "Settlement: Rahul -> Vikram 1740.92 INR; Amit -> Vikram 1740.91 INR; Neha -> Vikram 1740.91 INR; Sara -> Vi…
Final answer

Settlement: Rahul -> Vikram 1740.92 INR; Amit -> Vikram 1740.91 INR; Neha -> Vikram 1740.91 INR; Sara -> Vikram 506.35 INR

Oracle

Balances: Amit -1740.91, Neha -1740.91, Rahul -1740.92, Sara -506.35, Vikram +5729.09

Answer: Settlement: Rahul -> Vikram 1740.92 INR; Amit -> Vikram 1740.91 INR; Neha -> Vikram 1740.91 INR; Sara -> Vikram 506.35 INR

h9-004settle5

Trip ke teen din, paanch log: Neha ne 1601 INR diye breakfast ke liye (Priya, Neha, Rahul, Amit aur Vikram), aur Amit ne 47 USD diye lunch ke liye (Priya, Neha, Rahul, Amit aur Vikram). Har koi barabar share kar raha hai. Settle up karo.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 18 calls, 2 tool errors

gotoracle
Amit-320.202800.60
Neha1280.80500.60
Priya-320.20-1100.40
Rahul-320.20-1100.40
Vikram-320.20-1100.40
Trace (18 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Vikram": 0}, "expense_count": 0}, "payer"… -> total 1601.0 INR, share [320.2, 320.2, 320.2, 320.2, 320.2]
  2. convert_currency{"amount": 320.2, "from_currency": "INR", "to_currency": "USD"}
  3. convert_currency{"amount": 320.2, "from_currency": "INR", "to_currency": "EUR"}
  4. settle_up{"ledger": {"balances_cents": {"Rahul": -32020, "Priya": -32020, "Amit": -32020, "Neha": 128080, "Vikram": -32020}, "ex… -> 4 transfers
  5. convert_currency{"amount": 320.2, "from_currency": "INR", "to_currency": "USD"}
  6. convert_currency{"amount": 320.2, "from_currency": "INR", "to_currency": "EUR"}
  7. settle_up{"ledger": {"balances_cents": {"Rahul": -32020, "Priya": -32020, "Amit": -32020, "Neha": 128080, "Vikram": -32020}, "ex… -> 4 transfers
  8. convert_currency{"amount": 320.2, "from_currency": "INR", "to_currency": "USD"}
  9. convert_currency{"amount": 320.2, "from_currency": "INR", "to_currency": "EUR"}
  10. settle_up{"ledger": {"balances_cents": {"Rahul": -32020, "Priya": -32020, "Amit": -32020, "Neha": 128080, "Vikram": -32020}, "ex… -> 4 transfers
  11. convert_currency{"amount": 320.2, "from_currency": "INR", "to_currency": "USD"}
  12. convert_currency{"amount": 320.2, "from_currency": "INR", "to_currency": "EUR"}
  13. settle_up{"ledger": {"balances_cents": {"Rahul": -32020, "Priya": -32020, "Amit": -32020, "Neha": 128080, "Vikram": -32020}, "ex… -> 4 transfers
  14. convert_currency{"amount": 320.2, "from_currency": "INR", "to_currency": "USD"}
  15. convert_currency{"amount": 320.2, "from_currency": "INR", "to_currency": "EUR"}
  16. settle_up{"ledger": {"balances_cents": {"Rahul": -32020, "Priya": -32020, "Amit": -32020, "Neha": 128080, "Vikram": -32020}, "ex… -> 4 transfers
  17. settle_up{} -> error: "bad parameters: settle_up() missing 1 required positional argument: 'ledger'"
  18. settle_up{} -> error: "bad parameters: settle_up() missing 1 required positional argument: 'ledger'"
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit2800.602800.60
Neha500.60500.60
Priya-1100.40-1100.40
Rahul-1100.40-1100.40
Vikram-1100.40-1100.40
Trace (4 steps)
  1. add_expense{"payer": "Neha", "amount": 1601, "currency": "INR", "participants": ["Priya", "Neha", "Rahul", "Amit", "Vikram"], "des… -> total 1601.0 INR, share [320.2, 320.2, 320.2, 320.2, 320.2]
  2. add_expense{"payer": "Amit", "amount": 47, "currency": "USD", "participants": ["Priya", "Neha", "Rahul", "Amit", "Vikram"], "descr… -> total 3901.0 INR, share [780.2, 780.2, 780.2, 780.2, 780.2]
  3. settle_up{"ledger": {"balances_cents": {"Neha": 50060, "Priya": -110040, "Rahul": -110040, "Amit": 280060, "Vikram": -110040}, "… -> 4 transfers
  4. finish{"answer": "Settlement: Priya -> Amit 1100.40 INR; Rahul -> Amit 1100.40 INR; Vikram -> Amit 599.80 INR; Vikram -> Neha…
Final answer

Settlement: Priya -> Amit 1100.40 INR; Rahul -> Amit 1100.40 INR; Vikram -> Amit 599.80 INR; Vikram -> Neha 500.60 INR

Oracle

Balances: Amit +2800.60, Neha +500.60, Priya -1100.40, Rahul -1100.40, Vikram -1100.40

Answer: Settlement: Priya -> Amit 1100.40 INR; Rahul -> Amit 1100.40 INR; Vikram -> Amit 599.80 INR; Vikram -> Neha 500.60 INR

h9-005settle5

Trip ke teen din, paanch log: Priya ne 2500.37 INR diye wifi ke liye (Rahul, Priya, Vikram, Sara aur Neha), aur Rahul ne 83 EUR diye drinks ke liye (Rahul, Priya, Vikram, Sara aur Neha). Har koi barabar share kar raha hai. Settle up karo.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 8 calls

gotoracle
Neha-1494.00-1994.07
Priya-1469.00506.29
Rahul5976.005475.92
Sara-1494.00-1994.07
Vikram-1494.00-1994.07
Trace (8 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 2500, "Vikram": 0, "Sara": 0, "Neha": 0}, "expense_count": 1}, "pay… -> total 7470.0 INR, share [1494.0, 1494.0, 1494.0, 1494.0, 1494.0]
  2. convert_currency{"amount": 597600, "from_currency": "INR", "to_currency": "USD"}
  3. convert_currency{"amount": 7470, "from_currency": "INR", "to_currency": "USD"}
  4. convert_currency{"amount": 7470, "from_currency": "INR", "to_currency": "USD"}
  5. convert_currency{"amount": 2500, "from_currency": "INR", "to_currency": "USD"}
  6. convert_currency{"amount": 7470, "from_currency": "USD", "to_currency": "INR"}
  7. convert_currency{"amount": 7470, "from_currency": "USD", "to_currency": "INR"}
  8. convert_currency{"amount": 620010, "from_currency": "INR", "to_currency": "USD"}
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Neha-1994.07-1994.07
Priya506.29506.29
Rahul5475.925475.92
Sara-1994.07-1994.07
Vikram-1994.07-1994.07
Trace (4 steps)
  1. add_expense{"payer": "Priya", "amount": 2500.37, "currency": "INR", "participants": ["Rahul", "Priya", "Vikram", "Sara", "Neha"], … -> total 2500.37 INR, share [500.08, 500.08, 500.07, 500.07, 500.07]
  2. add_expense{"payer": "Rahul", "amount": 83, "currency": "EUR", "participants": ["Rahul", "Priya", "Vikram", "Sara", "Neha"], "desc… -> total 7470.0 INR, share [1494.0, 1494.0, 1494.0, 1494.0, 1494.0]
  3. settle_up{"ledger": {"balances_cents": {"Priya": 50629, "Rahul": 547592, "Vikram": -199407, "Sara": -199407, "Neha": -199407}, "… -> 4 transfers
  4. finish{"answer": "Settlement: Neha -> Rahul 1994.07 INR; Sara -> Rahul 1994.07 INR; Vikram -> Rahul 1487.78 INR; Vikram -> Pr…
Final answer

Settlement: Neha -> Rahul 1994.07 INR; Sara -> Rahul 1994.07 INR; Vikram -> Rahul 1487.78 INR; Vikram -> Priya 506.29 INR

Oracle

Balances: Neha -1994.07, Priya +506.29, Rahul +5475.92, Sara -1994.07, Vikram -1994.07

Answer: Settlement: Neha -> Rahul 1994.07 INR; Sara -> Rahul 1994.07 INR; Vikram -> Rahul 1487.78 INR; Vikram -> Priya 506.29 INR

h9-006settle5

Trip ke teen din, paanch log: Priya ne 4501.75 INR diye parking ke liye (Priya, Sara, Rahul, Vikram aur Neha), aur Sara ne 19 USD diye bus ke liye (Priya, Sara, Rahul, Vikram aur Neha). Har koi barabar share kar raha hai. Settle up karo.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 5 calls

gotoracle
Neha-900.35-1215.75
Priya48618.903286.00
Rahul-900.35-1215.75
Sara-900.35361.25
Vikram-900.35-1215.75
Trace (5 steps)
  1. add_expense{"ledger": {"balances_cents": {"Priya": 4501750, "Sara": 0, "Rahul": 0, "Vikram": 0, "Neha": 0}, "expense_count": 2}, "… -> total 4501.75 INR, share [900.35, 900.35, 900.35, 900.35, 900.35]
  2. convert_currency{"amount": 90, "from_currency": "USD", "to_currency": "INR"}
  3. settle_up{"ledger": {"balances_cents": {"Priya": 4861890, "Sara": 0, "Rahul": 0, "Vikram": 0, "Neha": 0}, "expense_count": 3}}
  4. convert_currency{"amount": 7470, "from_currency": "INR", "to_currency": "USD"}
  5. finish{"answer": "Total INR amount: 7470.0"}
Final answer

Total INR amount: 7470.0

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Neha-1215.75-1215.75
Priya3286.003286.00
Rahul-1215.75-1215.75
Sara361.25361.25
Vikram-1215.75-1215.75
Trace (4 steps)
  1. add_expense{"payer": "Priya", "amount": 4501.75, "currency": "INR", "participants": ["Priya", "Sara", "Rahul", "Vikram", "Neha"], … -> total 4501.75 INR, share [900.35, 900.35, 900.35, 900.35, 900.35]
  2. add_expense{"payer": "Sara", "amount": 19, "currency": "USD", "participants": ["Priya", "Sara", "Rahul", "Vikram", "Neha"], "descr… -> total 1577.0 INR, share [315.4, 315.4, 315.4, 315.4, 315.4]
  3. settle_up{"ledger": {"balances_cents": {"Priya": 328600, "Sara": 36125, "Rahul": -121575, "Vikram": -121575, "Neha": -121575}, "… -> 4 transfers
  4. finish{"answer": "Settlement: Neha -> Priya 1215.75 INR; Rahul -> Priya 1215.75 INR; Vikram -> Priya 854.50 INR; Vikram -> Sa…
Final answer

Settlement: Neha -> Priya 1215.75 INR; Rahul -> Priya 1215.75 INR; Vikram -> Priya 854.50 INR; Vikram -> Sara 361.25 INR

Oracle

Balances: Neha -1215.75, Priya +3286.00, Rahul -1215.75, Sara +361.25, Vikram -1215.75

Answer: Settlement: Neha -> Priya 1215.75 INR; Rahul -> Priya 1215.75 INR; Vikram -> Priya 854.50 INR; Vikram -> Sara 361.25 INR

h9-007settle5

Trip ke teen din, paanch log: Sara ne 3301 INR diye tickets ke liye (Neha, Priya, Amit, Rahul aur Sara), aur Amit ne 61.23 EUR diye ice cream ke liye (Neha, Priya, Amit, Rahul aur Sara). Har koi barabar share kar raha hai. Settle up karo.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 8 calls

gotoracle
Amit-660.203748.36
Neha-660.20-1762.34
Priya-660.20-1762.34
Rahul-660.20-1762.34
Sara2640.801538.66
Trace (8 steps)
  1. add_expense{"ledger": {"balances_cents": {"Neha": 0, "Priya": 0, "Amit": 0, "Rahul": 0, "Sara": 0}, "expense_count": 0}, "payer": … -> total 3301.0 INR, share [660.2, 660.2, 660.2, 660.2, 660.2]
  2. convert_currency{"amount": 660.2, "from_currency": "EUR", "to_currency": "INR"}
  3. convert_currency{"amount": 59418.0, "from_currency": "EUR", "to_currency": "INR"}
  4. convert_currency{"amount": 5347620.0, "from_currency": "INR", "to_currency": "EUR"}
  5. convert_currency{"amount": 59418.0, "from_currency": "INR", "to_currency": "EUR"}
  6. convert_currency{"amount": 660.2, "from_currency": "INR", "to_currency": "EUR"}
  7. convert_currency{"amount": 7.34, "from_currency": "INR", "to_currency": "EUR"}
  8. convert_currency{"amount": 0.08, "from_currency": "INR", "to_currency": "EUR"}
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit3748.363748.36
Neha-1762.34-1762.34
Priya-1762.34-1762.34
Rahul-1762.34-1762.34
Sara1538.661538.66
Trace (4 steps)
  1. add_expense{"payer": "Sara", "amount": 3301, "currency": "INR", "participants": ["Neha", "Priya", "Amit", "Rahul", "Sara"], "descr… -> total 3301.0 INR, share [660.2, 660.2, 660.2, 660.2, 660.2]
  2. add_expense{"payer": "Amit", "amount": 61.23, "currency": "EUR", "participants": ["Neha", "Priya", "Amit", "Rahul", "Sara"], "desc… -> total 5510.7 INR, share [1102.14, 1102.14, 1102.14, 1102.14, 1102.14]
  3. settle_up{"ledger": {"balances_cents": {"Sara": 153866, "Neha": -176234, "Priya": -176234, "Amit": 374836, "Rahul": -176234}, "e… -> 4 transfers
  4. finish{"answer": "Settlement: Neha -> Amit 1762.34 INR; Priya -> Amit 1762.34 INR; Rahul -> Amit 223.68 INR; Rahul -> Sara 15…
Final answer

Settlement: Neha -> Amit 1762.34 INR; Priya -> Amit 1762.34 INR; Rahul -> Amit 223.68 INR; Rahul -> Sara 1538.66 INR

Oracle

Balances: Amit +3748.36, Neha -1762.34, Priya -1762.34, Rahul -1762.34, Sara +1538.66

Answer: Settlement: Neha -> Amit 1762.34 INR; Priya -> Amit 1762.34 INR; Rahul -> Amit 223.68 INR; Rahul -> Sara 1538.66 INR

h9-008settle5

Trip ke teen din, paanch log: Amit ne 3301 INR diye drinks ke liye (Rahul, Neha, Sara, Vikram aur Amit), aur Sara ne 83 EUR diye wifi ke liye (Rahul, Neha, Sara, Vikram aur Amit). Har koi barabar share kar raha hai. Settle up karo.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 12 calls, 6 tool errors

gotoracle
Amit2640.781146.80
Neha-662.03-2154.20
Rahul-662.03-2154.20
Sara-67.895315.80
Vikram-662.03-2154.20
Trace (12 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": … -> total 3301.0 INR, share [660.2, 660.2, 660.2, 660.2, 660.2]
  2. convert_currency{"amount": 660.2, "from_currency": "INR", "to_currency": "EUR"}
  3. add_expense{"ledger": {"balances_cents": {"Rahul": -66020, "Priya": 0, "Amit": 264080, "Neha": -66020, "Sara": -7340, "Vikram": -6… -> total 7.34 INR, share [1.47, 1.47, 1.47, 1.47, 1.46]
  4. convert_currency{"amount": 1.47, "from_currency": "INR", "to_currency": "EUR"}
  5. add_expense{"ledger": {"balances_cents": {"Rahul": -66167, "Priya": 0, "Amit": 263934, "Neha": -66167, "Sara": -6753, "Vikram": -6… -> total 1.8 INR, share [0.36, 0.36, 0.36, 0.36, 0.36]
  6. convert_currency{"amount": 0.36, "from_currency": "INR", "to_currency": "EUR"}
  7. add_expense{"ledger": {"balances_cents": {"Rahul": -66203, "Priya": 0, "Amit": 264078, "Neha": -66203, "Sara": -6789, "Vikram": -6… -> error: "amount must be positive"
  8. convert_currency{"amount": 0.0, "from_currency": "EUR", "to_currency": "INR"} -> error: "amount must be positive"
  9. finish{} -> error: "bad parameters: finish() missing 1 required positional argument: 'answer'"
  10. add_expense{"ledger": {"balances_cents": {"Rahul": -66203, "Priya": 0, "Amit": 264078, "Neha": -66203, "Sara": -6789, "Vikram": -6… -> error: "amount must be positive"
  11. convert_currency{"amount": 0.0, "from_currency": "EUR", "to_currency": "INR"} -> error: "amount must be positive"
  12. finish{} -> error: "bad parameters: finish() missing 1 required positional argument: 'answer'"
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit1146.801146.80
Neha-2154.20-2154.20
Rahul-2154.20-2154.20
Sara5315.805315.80
Vikram-2154.20-2154.20
Trace (4 steps)
  1. add_expense{"payer": "Amit", "amount": 3301, "currency": "INR", "participants": ["Rahul", "Neha", "Sara", "Vikram", "Amit"], "desc… -> total 3301.0 INR, share [660.2, 660.2, 660.2, 660.2, 660.2]
  2. add_expense{"payer": "Sara", "amount": 83, "currency": "EUR", "participants": ["Rahul", "Neha", "Sara", "Vikram", "Amit"], "descri… -> total 7470.0 INR, share [1494.0, 1494.0, 1494.0, 1494.0, 1494.0]
  3. settle_up{"ledger": {"balances_cents": {"Amit": 114680, "Rahul": -215420, "Neha": -215420, "Sara": 531580, "Vikram": -215420}, "… -> 4 transfers
  4. finish{"answer": "Settlement: Neha -> Sara 2154.20 INR; Rahul -> Sara 2154.20 INR; Vikram -> Sara 1007.40 INR; Vikram -> Amit…
Final answer

Settlement: Neha -> Sara 2154.20 INR; Rahul -> Sara 2154.20 INR; Vikram -> Sara 1007.40 INR; Vikram -> Amit 1146.80 INR

Oracle

Balances: Amit +1146.80, Neha -2154.20, Rahul -2154.20, Sara +5315.80, Vikram -2154.20

Answer: Settlement: Neha -> Sara 2154.20 INR; Rahul -> Sara 2154.20 INR; Vikram -> Sara 1007.40 INR; Vikram -> Amit 1146.80 INR

h9-009settle5

Trip ke teen din, paanch log: Rahul ne 4501.75 INR diye party ke liye (Rahul, Sara, Neha, Priya aur Amit), aur Rahul ne 19.07 EUR diye wifi ke liye (Rahul, Sara, Neha, Priya aur Amit). Har koi barabar share kar raha hai. Settle up karo.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 8 calls

gotoracle
Amit-900.35-1243.61
Neha-900.35-1243.61
Priya-900.35-1243.61
Rahul48618.904974.44
Sara-900.35-1243.61
Trace (8 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 4501750, "Sara": 0, "Neha": 0, "Priya": 0, "Amit": 0}, "expense_count": 2}, "pa… -> total 4501.75 INR, share [900.35, 900.35, 900.35, 900.35, 900.35]
  2. convert_currency{"amount": 19.07, "from_currency": "EUR", "to_currency": "INR"}
  3. convert_currency{"amount": 4501.75, "from_currency": "INR", "to_currency": "USD"}
  4. convert_currency{"amount": 54.24, "from_currency": "USD", "to_currency": "INR"}
  5. convert_currency{"amount": 4501.75, "from_currency": "INR", "to_currency": "USD"}
  6. convert_currency{"amount": 54.24, "from_currency": "USD", "to_currency": "INR"}
  7. convert_currency{"amount": 4501.75, "from_currency": "INR", "to_currency": "USD"}
  8. convert_currency{"amount": 54.24, "from_currency": "USD", "to_currency": "INR"}
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit-1243.61-1243.61
Neha-1243.61-1243.61
Priya-1243.61-1243.61
Rahul4974.444974.44
Sara-1243.61-1243.61
Trace (4 steps)
  1. add_expense{"payer": "Rahul", "amount": 4501.75, "currency": "INR", "participants": ["Rahul", "Sara", "Neha", "Priya", "Amit"], "d… -> total 4501.75 INR, share [900.35, 900.35, 900.35, 900.35, 900.35]
  2. add_expense{"payer": "Rahul", "amount": 19.07, "currency": "EUR", "participants": ["Rahul", "Sara", "Neha", "Priya", "Amit"], "des… -> total 1716.3 INR, share [343.26, 343.26, 343.26, 343.26, 343.26]
  3. settle_up{"ledger": {"balances_cents": {"Rahul": 497444, "Sara": -124361, "Neha": -124361, "Priya": -124361, "Amit": -124361}, "… -> 4 transfers
  4. finish{"answer": "Settlement: Amit -> Rahul 1243.61 INR; Neha -> Rahul 1243.61 INR; Priya -> Rahul 1243.61 INR; Sara -> Rahul…
Final answer

Settlement: Amit -> Rahul 1243.61 INR; Neha -> Rahul 1243.61 INR; Priya -> Rahul 1243.61 INR; Sara -> Rahul 1243.61 INR

Oracle

Balances: Amit -1243.61, Neha -1243.61, Priya -1243.61, Rahul +4974.44, Sara -1243.61

Answer: Settlement: Amit -> Rahul 1243.61 INR; Neha -> Rahul 1243.61 INR; Priya -> Rahul 1243.61 INR; Sara -> Rahul 1243.61 INR

h9-010settle5

Trip ke teen din, paanch log: Priya ne 1601 INR diye coffee ke liye (Amit, Neha, Sara, Priya aur Vikram), aur Neha ne 83.07 USD diye taxi ke liye (Amit, Neha, Sara, Priya aur Vikram). Har koi barabar share kar raha hai. Settle up karo.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 13 calls, 3 tool errors

gotoracle
Amit-0.17-1699.17
Neha0.665195.65
Priya-0.16-98.16
Sara-0.17-1699.16
Vikram-0.16-1699.16
Trace (14 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": … -> total 1601.0 INR, share [320.2, 320.2, 320.2, 320.2, 320.2]
  2. convert_currency{"amount": 320.2, "from_currency": "INR", "to_currency": "USD"}
  3. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": … -> total 3.86 INR, share [0.78, 0.77, 0.77, 0.77, 0.77]
  4. convert_currency{"amount": 0.77, "from_currency": "INR", "to_currency": "USD"}
  5. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": … -> total 0.83 INR, share [0.17, 0.17, 0.17, 0.16, 0.16]
  6. convert_currency{"amount": 0.01, "from_currency": "USD", "to_currency": "INR"}
  7. finish{} -> error: "bad parameters: finish() missing 1 required positional argument: 'answer'"
  8. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": … -> total 0.83 INR, share [0.17, 0.17, 0.17, 0.16, 0.16]
  9. convert_currency{"amount": 0.83, "from_currency": "INR", "to_currency": "USD"}
  10. finish{} -> error: "bad parameters: finish() missing 1 required positional argument: 'answer'"
  11. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": … -> total 0.83 INR, share [0.17, 0.17, 0.17, 0.16, 0.16]
  12. convert_currency{"amount": 0.01, "from_currency": "USD", "to_currency": "INR"}
  13. finish{} -> error: "bad parameters: finish() missing 1 required positional argument: 'answer'"
  14. unparsed turn
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit-1699.17-1699.17
Neha5195.655195.65
Priya-98.16-98.16
Sara-1699.16-1699.16
Vikram-1699.16-1699.16
Trace (4 steps)
  1. add_expense{"payer": "Priya", "amount": 1601, "currency": "INR", "participants": ["Amit", "Neha", "Sara", "Priya", "Vikram"], "des… -> total 1601.0 INR, share [320.2, 320.2, 320.2, 320.2, 320.2]
  2. add_expense{"payer": "Neha", "amount": 83.07, "currency": "USD", "participants": ["Amit", "Neha", "Sara", "Priya", "Vikram"], "des… -> total 6894.81 INR, share [1378.97, 1378.96, 1378.96, 1378.96, 1378.96]
  3. settle_up{"ledger": {"balances_cents": {"Priya": -9816, "Amit": -169917, "Neha": 519565, "Sara": -169916, "Vikram": -169916}, "e… -> 4 transfers
  4. finish{"answer": "Settlement: Amit -> Neha 1699.17 INR; Sara -> Neha 1699.16 INR; Vikram -> Neha 1699.16 INR; Priya -> Neha 9…
Final answer

Settlement: Amit -> Neha 1699.17 INR; Sara -> Neha 1699.16 INR; Vikram -> Neha 1699.16 INR; Priya -> Neha 98.16 INR

Oracle

Balances: Amit -1699.17, Neha +5195.65, Priya -98.16, Sara -1699.16, Vikram -1699.16

Answer: Settlement: Amit -> Neha 1699.17 INR; Sara -> Neha 1699.16 INR; Vikram -> Neha 1699.16 INR; Priya -> Neha 98.16 INR

h9-011settle5

Trip ke teen din, paanch log: Amit ne 2003 INR diye lunch ke liye (Sara, Vikram, Neha, Amit aur Priya), aur Neha ne 19 USD diye train ke liye (Sara, Vikram, Neha, Amit aur Priya). Har koi barabar share kar raha hai. Settle up karo.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 10 calls

gotoracle
Amit1602.401287.00
Neha-400.60861.00
Priya-400.60-716.00
Sara-400.60-716.00
Vikram-400.60-716.00
Trace (10 steps)
  1. add_expense{"ledger": {"balances_cents": {"Sara": 0, "Vikram": 0, "Neha": 0, "Amit": 0, "Priya": 0}, "expense_count": 0}, "payer":… -> total 2003.0 INR, share [400.6, 400.6, 400.6, 400.6, 400.6]
  2. convert_currency{"amount": 400.6, "from_currency": "INR", "to_currency": "USD"}
  3. convert_currency{"amount": 400.6, "from_currency": "INR", "to_currency": "EUR"}
  4. settle_up{"ledger": {"balances_cents": {"Sara": -40060, "Vikram": -40060, "Neha": -40060, "Amit": 160240, "Priya": -40060}, "exp… -> 4 transfers
  5. convert_currency{"amount": 4.83, "from_currency": "USD", "to_currency": "INR"}
  6. convert_currency{"amount": 4.45, "from_currency": "EUR", "to_currency": "INR"}
  7. settle_up{"ledger": {"balances_cents": {"Sara": -40060, "Vikram": -40060, "Neha": -40060, "Amit": 160240, "Priya": -40060}, "exp… -> 4 transfers
  8. convert_currency{"amount": 400.89, "from_currency": "INR", "to_currency": "USD"}
  9. convert_currency{"amount": 4.83, "from_currency": "INR", "to_currency": "USD"}
  10. finish{"answer": "Total INR amount: 4.83 USD. Each person should receive 4.83 USD."}
Final answer

Total INR amount: 4.83 USD. Each person should receive 4.83 USD.

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit1287.001287.00
Neha861.00861.00
Priya-716.00-716.00
Sara-716.00-716.00
Vikram-716.00-716.00
Trace (4 steps)
  1. add_expense{"payer": "Amit", "amount": 2003, "currency": "INR", "participants": ["Sara", "Vikram", "Neha", "Amit", "Priya"], "desc… -> total 2003.0 INR, share [400.6, 400.6, 400.6, 400.6, 400.6]
  2. add_expense{"payer": "Neha", "amount": 19, "currency": "USD", "participants": ["Sara", "Vikram", "Neha", "Amit", "Priya"], "descri… -> total 1577.0 INR, share [315.4, 315.4, 315.4, 315.4, 315.4]
  3. settle_up{"ledger": {"balances_cents": {"Amit": 128700, "Sara": -71600, "Vikram": -71600, "Neha": 86100, "Priya": -71600}, "expe… -> 4 transfers
  4. finish{"answer": "Settlement: Priya -> Amit 716.00 INR; Sara -> Amit 571.00 INR; Sara -> Neha 145.00 INR; Vikram -> Neha 716.…
Final answer

Settlement: Priya -> Amit 716.00 INR; Sara -> Amit 571.00 INR; Sara -> Neha 145.00 INR; Vikram -> Neha 716.00 INR

Oracle

Balances: Amit +1287.00, Neha +861.00, Priya -716.00, Sara -716.00, Vikram -716.00

Answer: Settlement: Priya -> Amit 716.00 INR; Sara -> Amit 571.00 INR; Sara -> Neha 145.00 INR; Vikram -> Neha 716.00 INR

h9-012settle5

Trip ke teen din, paanch log: Rahul ne 4501.75 INR diye rent ke liye (Amit, Priya, Sara, Vikram aur Rahul), aur Amit ne 19 USD diye petrol ke liye (Amit, Priya, Sara, Vikram aur Rahul). Har koi barabar share kar raha hai. Settle up karo.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 15 calls, 6 tool errors

gotoracle
Amit-6274776.07361.25
Priya-6279277.99-1215.75
Rahul25157627.513286.00
Sara-6279277.98-1215.75
Vikram-6279277.97-1215.75
Trace (16 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 4501750, "Amit": 0, "Priya": 0, "Sara": 0, "Vikram": 0}, "expense_count": 1}, "… -> total 4501.75 INR, share [900.35, 900.35, 900.35, 900.35, 900.35]
  2. convert_currency{"amount": 90, "from_currency": "USD", "to_currency": "INR"}
  3. convert_currency{"amount": 4501.75, "from_currency": "INR", "to_currency": "USD"}
  4. convert_currency{"amount": 54.24, "from_currency": "INR", "to_currency": "USD"}
  5. add_expense{"ledger": {"balances_cents": {"Rahul": 4861890, "Amit": -90035, "Priya": -90035, "Sara": -90035, "Vikram": -90035}, "e… -> total 4501.92 INR, share [900.39, 900.39, 900.38, 900.38, 900.38]
  6. finish{} -> error: "bad parameters: finish() missing 1 required positional argument: 'answer'"
  7. convert_currency{"amount": 4501.92, "from_currency": "INR", "to_currency": "USD"}
  8. add_expense{"ledger": {"balances_cents": {"Rahul": 4771851, "Amit": 270119, "Priya": -180074, "Sara": -180073, "Vikram": -180073},… -> total 373659.36 INR, share [74731.88, 74731.87, 74731.87, 74731.87, 74731.87]
  9. finish{} -> error: "bad parameters: finish() missing 1 required positional argument: 'answer'"
  10. convert_currency{"amount": 373659.36, "from_currency": "INR", "to_currency": "USD"}
  11. add_expense{"ledger": {"balances_cents": {"Rahul": 34664600, "Amit": -7203069, "Priya": -7653261, "Sara": -7653260, "Vikram": -765… -> total 31013726.88 INR, share [6202745.38, 6202745.38, 6202745.38, 6202745.37, 6202745.37]
  12. finish{} -> error: "bad parameters: finish() missing 1 required positional argument: 'answer'"
  13. convert_currency{"amount": 31013726.88, "from_currency": "INR", "to_currency": "USD"} -> error: "amount is unreasonably large"
  14. add_expense{"ledger": {"balances_cents": {"Rahul": 2515762751, "Amit": -627477607, "Priya": -627927799, "Sara": -627927798, "Vikra… -> error: "amount is unreasonably large"
  15. finish{} -> error: "bad parameters: finish() missing 1 required positional argument: 'answer'"
  16. unparsed turn
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit361.25361.25
Priya-1215.75-1215.75
Rahul3286.003286.00
Sara-1215.75-1215.75
Vikram-1215.75-1215.75
Trace (4 steps)
  1. add_expense{"payer": "Rahul", "amount": 4501.75, "currency": "INR", "participants": ["Amit", "Priya", "Sara", "Vikram", "Rahul"], … -> total 4501.75 INR, share [900.35, 900.35, 900.35, 900.35, 900.35]
  2. add_expense{"payer": "Amit", "amount": 19, "currency": "USD", "participants": ["Amit", "Priya", "Sara", "Vikram", "Rahul"], "descr… -> total 1577.0 INR, share [315.4, 315.4, 315.4, 315.4, 315.4]
  3. settle_up{"ledger": {"balances_cents": {"Rahul": 328600, "Amit": 36125, "Priya": -121575, "Sara": -121575, "Vikram": -121575}, "… -> 4 transfers
  4. finish{"answer": "Settlement: Priya -> Rahul 1215.75 INR; Sara -> Rahul 1215.75 INR; Vikram -> Rahul 854.50 INR; Vikram -> Am…
Final answer

Settlement: Priya -> Rahul 1215.75 INR; Sara -> Rahul 1215.75 INR; Vikram -> Rahul 854.50 INR; Vikram -> Amit 361.25 INR

Oracle

Balances: Amit +361.25, Priya -1215.75, Rahul +3286.00, Sara -1215.75, Vikram -1215.75

Answer: Settlement: Priya -> Rahul 1215.75 INR; Sara -> Rahul 1215.75 INR; Vikram -> Rahul 854.50 INR; Vikram -> Amit 361.25 INR

h9-013settle5

Trip ke teen din, paanch log: Neha ne 2003 INR diye tickets ke liye (Amit, Vikram, Neha, Sara aur Priya), aur Sara ne 83 EUR diye decor ke liye (Amit, Vikram, Neha, Sara aur Priya). Har koi barabar share kar raha hai. Settle up karo.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 16 calls

gotoracle
Amit-400.60-1894.60
Neha1602.40108.40
Priya-400.60-1894.60
Sara-400.605575.40
Vikram-400.60-1894.60
Trace (18 steps)
  1. add_expense{"ledger": {"balances_cents": {"Amit": 0, "Vikram": 0, "Neha": 0, "Sara": 0, "Priya": 0}, "expense_count": 0}, "payer":… -> total 2003.0 INR, share [400.6, 400.6, 400.6, 400.6, 400.6]
  2. convert_currency{"amount": 400.6, "from_currency": "INR", "to_currency": "USD"}
  3. convert_currency{"amount": 400.6, "from_currency": "EUR", "to_currency": "INR"}
  4. settle_up{"ledger": {"balances_cents": {"Amit": -40060, "Vikram": -40060, "Neha": 160240, "Sara": -40060, "Priya": -40060}, "exp… -> 4 transfers
  5. convert_currency{"amount": 4.83, "from_currency": "USD", "to_currency": "INR"}
  6. convert_currency{"amount": 36054.0, "from_currency": "INR", "to_currency": "USD"}
  7. settle_up{"ledger": {"balances_cents": {"Amit": -40060, "Vikram": -40060, "Neha": 160240, "Sara": -40060, "Priya": -40060}, "exp… -> 4 transfers
  8. convert_currency{"amount": 400.89, "from_currency": "USD", "to_currency": "INR"}
  9. convert_currency{"amount": 434.39, "from_currency": "USD", "to_currency": "INR"}
  10. settle_up{"ledger": {"balances_cents": {"Amit": -40060, "Vikram": -40060, "Neha": 160240, "Sara": -40060, "Priya": -40060}, "exp… -> 4 transfers
  11. convert_currency{"amount": 33273.87, "from_currency": "INR", "to_currency": "USD"}
  12. convert_currency{"amount": 36054.37, "from_currency": "INR", "to_currency": "USD"}
  13. settle_up{"ledger": {"balances_cents": {"Amit": -40060, "Vikram": -40060, "Neha": 160240, "Sara": -40060, "Priya": -40060}, "exp… -> 4 transfers
  14. convert_currency{"amount": 400.89, "from_currency": "USD", "to_currency": "INR"}
  15. convert_currency{"amount": 434.39, "from_currency": "USD", "to_currency": "INR"}
  16. settle_up{"ledger": {"balances_cents": {"Amit": -40060, "Vikram": -40060, "Neha": 160240, "Sara": -40060, "Priya": -40060}, "exp… -> 4 transfers
  17. unparsed turn
  18. unparsed turn
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit-1894.60-1894.60
Neha108.40108.40
Priya-1894.60-1894.60
Sara5575.405575.40
Vikram-1894.60-1894.60
Trace (4 steps)
  1. add_expense{"payer": "Neha", "amount": 2003, "currency": "INR", "participants": ["Amit", "Vikram", "Neha", "Sara", "Priya"], "desc… -> total 2003.0 INR, share [400.6, 400.6, 400.6, 400.6, 400.6]
  2. add_expense{"payer": "Sara", "amount": 83, "currency": "EUR", "participants": ["Amit", "Vikram", "Neha", "Sara", "Priya"], "descri… -> total 7470.0 INR, share [1494.0, 1494.0, 1494.0, 1494.0, 1494.0]
  3. settle_up{"ledger": {"balances_cents": {"Neha": 10840, "Amit": -189460, "Vikram": -189460, "Sara": 557540, "Priya": -189460}, "e… -> 4 transfers
  4. finish{"answer": "Settlement: Amit -> Sara 1894.60 INR; Priya -> Sara 1894.60 INR; Vikram -> Sara 1786.20 INR; Vikram -> Neha…
Final answer

Settlement: Amit -> Sara 1894.60 INR; Priya -> Sara 1894.60 INR; Vikram -> Sara 1786.20 INR; Vikram -> Neha 108.40 INR

Oracle

Balances: Amit -1894.60, Neha +108.40, Priya -1894.60, Sara +5575.40, Vikram -1894.60

Answer: Settlement: Amit -> Sara 1894.60 INR; Priya -> Sara 1894.60 INR; Vikram -> Sara 1786.20 INR; Vikram -> Neha 108.40 INR

h9-014settle5

Trip ke teen din, paanch log: Amit ne 3301 INR diye coffee ke liye (Rahul, Neha, Sara, Amit aur Vikram), aur Amit ne 37 EUR diye electricity ke liye (Rahul, Neha, Sara, Amit aur Vikram). Har koi barabar share kar raha hai. Settle up karo.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 5 calls

gotoracle
Amit35650.805304.80
Neha-660.20-1326.20
Rahul-660.20-1326.20
Sara-660.20-1326.20
Vikram-660.20-1326.20
Trace (5 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Sara": 0, "Amit": 3301000, "Vikram": 0}, "expense_count": 1}, "… -> total 3301.0 INR, share [660.2, 660.2, 660.2, 660.2, 660.2]
  2. convert_currency{"amount": 3301, "from_currency": "INR", "to_currency": "EUR"}
  3. settle_up{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Sara": 0, "Amit": 0, "Vikram": 0, "Neha": 0}, "expense_count": …
  4. convert_currency{"amount": 36.68, "from_currency": "EUR", "to_currency": "INR"}
  5. finish{"answer": "Total INR amount: 3301 + 36.68 = 3337.68"}
Final answer

Total INR amount: 3301 + 36.68 = 3337.68

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit5304.805304.80
Neha-1326.20-1326.20
Rahul-1326.20-1326.20
Sara-1326.20-1326.20
Vikram-1326.20-1326.20
Trace (4 steps)
  1. add_expense{"payer": "Amit", "amount": 3301, "currency": "INR", "participants": ["Rahul", "Neha", "Sara", "Amit", "Vikram"], "desc… -> total 3301.0 INR, share [660.2, 660.2, 660.2, 660.2, 660.2]
  2. add_expense{"payer": "Amit", "amount": 37, "currency": "EUR", "participants": ["Rahul", "Neha", "Sara", "Amit", "Vikram"], "descri… -> total 3330.0 INR, share [666.0, 666.0, 666.0, 666.0, 666.0]
  3. settle_up{"ledger": {"balances_cents": {"Amit": 530480, "Rahul": -132620, "Neha": -132620, "Sara": -132620, "Vikram": -132620}, … -> 4 transfers
  4. finish{"answer": "Settlement: Neha -> Amit 1326.20 INR; Rahul -> Amit 1326.20 INR; Sara -> Amit 1326.20 INR; Vikram -> Amit 1…
Final answer

Settlement: Neha -> Amit 1326.20 INR; Rahul -> Amit 1326.20 INR; Sara -> Amit 1326.20 INR; Vikram -> Amit 1326.20 INR

Oracle

Balances: Amit +5304.80, Neha -1326.20, Rahul -1326.20, Sara -1326.20, Vikram -1326.20

Answer: Settlement: Neha -> Amit 1326.20 INR; Rahul -> Amit 1326.20 INR; Sara -> Amit 1326.20 INR; Vikram -> Amit 1326.20 INR

h9-015settle5

Trip ke teen din, paanch log: Sara ne 3301 INR diye wifi ke liye (Neha, Vikram, Priya, Amit aur Sara), aur Neha ne 61.23 EUR diye food ke liye (Neha, Vikram, Priya, Amit aur Sara). Har koi barabar share kar raha hai. Settle up karo.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 13 calls, 3 tool errors

gotoracle
Amit-660.20-1762.34
Neha-660.203748.36
Priya-660.20-1762.34
Sara2640.801538.66
Vikram-660.20-1762.34
Trace (14 steps)
  1. add_expense{"ledger": {"balances_cents": {"Neha": 0, "Vikram": 0, "Priya": 0, "Amit": 0, "Sara": 0}, "expense_count": 0}, "payer":… -> total 3301.0 INR, share [660.2, 660.2, 660.2, 660.2, 660.2]
  2. convert_currency{"amount": 3301, "from_currency": "INR", "to_currency": "EUR"}
  3. add_expense{"ledger": {"balances_cents": {"Neha": -66020, "Vikram": -66020, "Priya": -66020, "Amit": -66020, "Sara": 0}, "expense_… -> total 297090.0 INR, share [59418.0, 59418.0, 59418.0, 59418.0, 59418.0]
  4. convert_currency{"amount": 297090, "from_currency": "INR", "to_currency": "EUR"}
  5. add_expense{"ledger": {"balances_cents": {"Neha": 0, "Vikram": 0, "Priya": 0, "Amit": 0, "Sara": 0}, "expense_count": 5}, "payer":… -> total 3301.0 INR, share [660.2, 660.2, 660.2, 660.2, 660.2]
  6. convert_currency{"amount": 3301, "from_currency": "INR", "to_currency": "EUR"}
  7. finish{} -> error: "bad parameters: finish() missing 1 required positional argument: 'answer'"
  8. add_expense{"ledger": {"balances_cents": {"Neha": 0, "Vikram": 0, "Priya": 0, "Amit": 0, "Sara": 0}, "expense_count": 6}, "payer":… -> total 3301.0 INR, share [660.2, 660.2, 660.2, 660.2, 660.2]
  9. convert_currency{"amount": 3301, "from_currency": "INR", "to_currency": "EUR"}
  10. finish{} -> error: "bad parameters: finish() missing 1 required positional argument: 'answer'"
  11. add_expense{"ledger": {"balances_cents": {"Neha": 0, "Vikram": 0, "Priya": 0, "Amit": 0, "Sara": 0}, "expense_count": 7}, "payer":… -> total 3301.0 INR, share [660.2, 660.2, 660.2, 660.2, 660.2]
  12. convert_currency{"amount": 3301, "from_currency": "INR", "to_currency": "EUR"}
  13. finish{} -> error: "bad parameters: finish() missing 1 required positional argument: 'answer'"
  14. unparsed turn
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit-1762.34-1762.34
Neha3748.363748.36
Priya-1762.34-1762.34
Sara1538.661538.66
Vikram-1762.34-1762.34
Trace (4 steps)
  1. add_expense{"payer": "Sara", "amount": 3301, "currency": "INR", "participants": ["Neha", "Vikram", "Priya", "Amit", "Sara"], "desc… -> total 3301.0 INR, share [660.2, 660.2, 660.2, 660.2, 660.2]
  2. add_expense{"payer": "Neha", "amount": 61.23, "currency": "EUR", "participants": ["Neha", "Vikram", "Priya", "Amit", "Sara"], "des… -> total 5510.7 INR, share [1102.14, 1102.14, 1102.14, 1102.14, 1102.14]
  3. settle_up{"ledger": {"balances_cents": {"Sara": 153866, "Neha": 374836, "Vikram": -176234, "Priya": -176234, "Amit": -176234}, "… -> 4 transfers
  4. finish{"answer": "Settlement: Amit -> Neha 1762.34 INR; Priya -> Neha 1762.34 INR; Vikram -> Neha 223.68 INR; Vikram -> Sara …
Final answer

Settlement: Amit -> Neha 1762.34 INR; Priya -> Neha 1762.34 INR; Vikram -> Neha 223.68 INR; Vikram -> Sara 1538.66 INR

Oracle

Balances: Amit -1762.34, Neha +3748.36, Priya -1762.34, Sara +1538.66, Vikram -1762.34

Answer: Settlement: Amit -> Neha 1762.34 INR; Priya -> Neha 1762.34 INR; Vikram -> Neha 223.68 INR; Vikram -> Sara 1538.66 INR

h9-016two_query

Expenses: Sara ne 19.07 EUR diye dessert ke liye (Rahul, Amit, Sara aur Priya), Sara ne 37 EUR diye concert ke liye (Rahul, Amit, Sara aur Priya). Pehle Amit ka balance batao, phir settle up bhi karo.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 4 calls

gotoracle
Amit-14.01-1261.58
Priya-14.01-1261.57
Rahul-14.02-1261.58
Sara42.043784.73
Trace (4 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Sara": 0, "Vikram": 0}, "expense_count": 0}, "payer"… -> total 56.05 INR, share [14.02, 14.01, 14.01, 14.01]
  2. get_balance{"ledger": {"balances_cents": {"Rahul": -1402, "Priya": -1401, "Amit": -1401, "Sara": 4204, "Vikram": 0}, "expense_coun…
  3. settle_up{"ledger": {"balances_cents": {"Rahul": -1402, "Priya": -1401, "Amit": 0, "Sara": 4204, "Vikram": 0}, "expense_count": … -> 2 transfers
  4. finish{"answer": "Amit ka share: ₹14.01"}
Final answer

Amit ka share: ₹14.01

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit-1261.58-1261.58
Priya-1261.57-1261.57
Rahul-1261.58-1261.58
Sara3784.733784.73
Trace (5 steps)
  1. add_expense{"payer": "Sara", "amount": 19.07, "currency": "EUR", "participants": ["Rahul", "Amit", "Sara", "Priya"], "description"… -> total 1716.3 INR, share [429.08, 429.08, 429.07, 429.07]
  2. add_expense{"payer": "Sara", "amount": 37, "currency": "EUR", "participants": ["Rahul", "Amit", "Sara", "Priya"], "description": "… -> total 3330.0 INR, share [832.5, 832.5, 832.5, 832.5]
  3. get_balance{"person": "Amit", "ledger": {"balances_cents": {"Sara": 378473, "Rahul": -126158, "Amit": -126158, "Priya": -126157}, …
  4. settle_up{"ledger": {"balances_cents": {"Sara": 378473, "Rahul": -126158, "Amit": -126158, "Priya": -126157}, "expense_count": 2… -> 3 transfers
  5. finish{"answer": "Amit ka balance -1261.58 INR hai. Settlement: Amit -> Sara 1261.58 INR; Rahul -> Sara 1261.58 INR; Priya ->…
Final answer

Amit ka balance -1261.58 INR hai. Settlement: Amit -> Sara 1261.58 INR; Rahul -> Sara 1261.58 INR; Priya -> Sara 1261.57 INR

Oracle

Balances: Amit -1261.58, Priya -1261.57, Rahul -1261.58, Sara +3784.73

Answer: Amit ka balance -1261.58 INR hai. Settlement: Amit -> Sara 1261.58 INR; Rahul -> Sara 1261.58 INR; Priya -> Sara 1261.57 INR

h9-017two_query

Expenses: Neha ne 19.07 EUR diye drinks ke liye (Neha, Amit aur Sara). Pehle Neha ka balance batao, phir settle up bhi karo.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 8 calls, 8 tool errors

no ledger written

Trace (8 steps)
  1. get_balance{"ledger": {"balances_cents": {"Neha": 0, "Amit": 0, "Sara": 0, "Total": 0}, "expense_count": 1}, "person": "Neha"} -> error: "unknown person in ledger: Total"
  2. get_balance{"ledger": {"balances_cents": {"Neha": 0, "Amit": 0, "Sara": 0, "Total": 0}, "expense_count": 2}, "person": "Neha"} -> error: "unknown person in ledger: Total"
  3. get_balance{"ledger": {"balances_cents": {"Neha": 0, "Amit": 0, "Sara": 0, "Total": 0}, "expense_count": 3}, "person": "Neha"} -> error: "unknown person in ledger: Total"
  4. get_balance{"ledger": {"balances_cents": {"Neha": 0, "Amit": 0, "Sara": 0, "Total": 0}, "expense_count": 4}, "person": "Neha"} -> error: "unknown person in ledger: Total"
  5. get_balance{"ledger": {"balances_cents": {"Neha": 0, "Amit": 0, "Sara": 0, "Total": 0}, "expense_count": 5}, "person": "Neha"} -> error: "unknown person in ledger: Total"
  6. get_balance{"ledger": {"balances_cents": {"Neha": 0, "Amit": 0, "Sara": 0, "Total": 0}, "expense_count": 6}, "person": "Neha"} -> error: "unknown person in ledger: Total"
  7. get_balance{"ledger": {"balances_cents": {"Neha": 0, "Amit": 0, "Sara": 0, "Total": 0}, "expense_count": 7}, "person": "Neha"} -> error: "unknown person in ledger: Total"
  8. get_balance{"ledger": {"balances_cents": {"Neha": 0, "Amit": 0, "Sara": 0, "Total": 0}, "expense_count": 8}, "person": "Neha"} -> error: "unknown person in ledger: Total"
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit-572.10-572.10
Neha1144.201144.20
Sara-572.10-572.10
Trace (4 steps)
  1. add_expense{"payer": "Neha", "amount": 19.07, "currency": "EUR", "participants": ["Neha", "Amit", "Sara"], "description": "drinks"… -> total 1716.3 INR, share [572.1, 572.1, 572.1]
  2. get_balance{"person": "Neha", "ledger": {"balances_cents": {"Neha": 114420, "Amit": -57210, "Sara": -57210}, "expense_count": 1}}
  3. settle_up{"ledger": {"balances_cents": {"Neha": 114420, "Amit": -57210, "Sara": -57210}, "expense_count": 1}} -> 2 transfers
  4. finish{"answer": "Neha ka balance 1144.20 INR hai. Settlement: Amit -> Neha 572.10 INR; Sara -> Neha 572.10 INR"}
Final answer

Neha ka balance 1144.20 INR hai. Settlement: Amit -> Neha 572.10 INR; Sara -> Neha 572.10 INR

Oracle

Balances: Amit -572.10, Neha +1144.20, Sara -572.10

Answer: Neha ka balance 1144.20 INR hai. Settlement: Amit -> Neha 572.10 INR; Sara -> Neha 572.10 INR

h9-018two_query

Expenses: Priya ne 47.11 USD diye rent ke liye (Amit, Priya aur Neha). Pehle Neha ka balance batao, phir settle up bhi karo.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 4 calls

no ledger written

Trace (4 steps)
  1. get_balance{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": …
  2. settle_up{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 47110, "Sara": 0, "Vikram": 0}, "expense_coun…
  3. convert_currency{"amount": 47110, "from_currency": "USD", "to_currency": "INR"}
  4. finish{"answer": "Neha ka net balance: ₹47.11"}
Final answer

Neha ka net balance: ₹47.11

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit-1303.38-1303.38
Neha-1303.37-1303.37
Priya2606.752606.75
Trace (4 steps)
  1. add_expense{"payer": "Priya", "amount": 47.11, "currency": "USD", "participants": ["Amit", "Priya", "Neha"], "description": "rent"… -> total 3910.13 INR, share [1303.38, 1303.38, 1303.37]
  2. get_balance{"person": "Neha", "ledger": {"balances_cents": {"Priya": 260675, "Amit": -130338, "Neha": -130337}, "expense_count": 1…
  3. settle_up{"ledger": {"balances_cents": {"Priya": 260675, "Amit": -130338, "Neha": -130337}, "expense_count": 1}} -> 2 transfers
  4. finish{"answer": "Neha ka balance -1303.37 INR hai. Settlement: Amit -> Priya 1303.38 INR; Neha -> Priya 1303.37 INR"}
Final answer

Neha ka balance -1303.37 INR hai. Settlement: Amit -> Priya 1303.38 INR; Neha -> Priya 1303.37 INR

Oracle

Balances: Amit -1303.38, Neha -1303.37, Priya +2606.75

Answer: Neha ka balance -1303.37 INR hai. Settlement: Amit -> Priya 1303.38 INR; Neha -> Priya 1303.37 INR

h9-019two_query

Expenses: Rahul ne 2500.37 INR diye boat ride ke liye (Rahul, Sara aur Amit), Rahul ne 37 EUR diye party ke liye (Rahul, Sara aur Amit). Pehle Rahul ka balance batao, phir settle up bhi karo.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 8 calls

gotoracle
Amit-833.45-1943.45
Rahul1691.913886.91
Sara-833.46-1943.46
Trace (8 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 2500, "Sara": 0, "Amit": 0}, "expense_count": 2}, "payer": "Rahul", "amount": 2… -> total 2500.37 INR, share [833.46, 833.46, 833.45]
  2. convert_currency{"amount": 833.46, "from_currency": "INR", "to_currency": "USD"}
  3. convert_currency{"amount": 833.46, "from_currency": "INR", "to_currency": "USD"}
  4. convert_currency{"amount": 833.46, "from_currency": "INR", "to_currency": "USD"}
  5. convert_currency{"amount": 833.46, "from_currency": "INR", "to_currency": "USD"}
  6. convert_currency{"amount": 833.46, "from_currency": "INR", "to_currency": "USD"}
  7. convert_currency{"amount": 833.46, "from_currency": "INR", "to_currency": "USD"}
  8. convert_currency{"amount": 833.46, "from_currency": "INR", "to_currency": "USD"}
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MISMATCH — ledger ok, answer wrong, 4 calls

gotoracle
Amit-1943.45-1943.45
Rahul3886.913886.91
Sara-1943.46-1943.46
Trace (4 steps)
  1. add_expense{"payer": "Rahul", "amount": 2500.37, "currency": "INR", "participants": ["Rahul", "Sara", "Amit"], "description": "boa… -> total 2500.37 INR, share [833.46, 833.46, 833.45]
  2. add_expense{"payer": "Rahul", "amount": 37, "currency": "EUR", "participants": ["Rahul", "Sara", "Amit"], "description": "party", … -> total 3330.0 INR, share [1110.0, 1110.0, 1110.0]
  3. settle_up{"ledger": {"balances_cents": {"Rahul": 388691, "Sara": -194346, "Amit": -194345}, "expense_count": 2}} -> 2 transfers
  4. finish{"answer": "Rahul ka balance 388691 paise = 3869.91 INR hai. Settlement: Sara -> Rahul 1943.46 INR; Amit -> Rahul 1943.…
Final answer

Rahul ka balance 388691 paise = 3869.91 INR hai. Settlement: Sara -> Rahul 1943.46 INR; Amit -> Rahul 1943.45 INR

Oracle

Balances: Amit -1943.45, Rahul +3886.91, Sara -1943.46

Answer: Rahul ka balance 3886.91 INR hai. Settlement: Sara -> Rahul 1943.46 INR; Amit -> Rahul 1943.45 INR

h9-020two_query

Expenses: Neha ne 47.11 USD diye furniture ke liye (Vikram, Neha, Amit aur Priya), Neha ne 83.07 USD diye concert ke liye (Vikram, Neha, Amit aur Priya). Pehle Priya ka balance batao, phir settle up bhi karo.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 4 calls

gotoracle
Amit-2701.23-2701.23
Neha8103.708103.71
Priya-2701.23-2701.23
Vikram-2701.24-2701.25
Trace (4 steps)
  1. add_expense{"ledger": {"balances_cents": {"Vikram": 0, "Neha": 0, "Amit": 0, "Priya": 0}, "expense_count": 0}, "payer": "Neha", "a… -> total 10804.94 INR, share [2701.24, 2701.24, 2701.23, 2701.23]
  2. get_balance{"ledger": {"balances_cents": {"Vikram": -270124, "Neha": 810370, "Amit": -270123, "Priya": -270123}, "expense_count": …
  3. convert_currency{"amount": 8103.7, "from_currency": "INR", "to_currency": "USD"}
  4. finish{"answer": "Neha ka net balance USD mein: $8103.7. Settle up complete."}
Final answer

Neha ka net balance USD mein: $8103.7. Settle up complete.

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit-2701.23-2701.23
Neha8103.718103.71
Priya-2701.23-2701.23
Vikram-2701.25-2701.25
Trace (5 steps)
  1. add_expense{"payer": "Neha", "amount": 47.11, "currency": "USD", "participants": ["Vikram", "Neha", "Amit", "Priya"], "description… -> total 3910.13 INR, share [977.54, 977.53, 977.53, 977.53]
  2. add_expense{"payer": "Neha", "amount": 83.07, "currency": "USD", "participants": ["Vikram", "Neha", "Amit", "Priya"], "description… -> total 6894.81 INR, share [1723.71, 1723.7, 1723.7, 1723.7]
  3. get_balance{"person": "Priya", "ledger": {"balances_cents": {"Neha": 810371, "Vikram": -270125, "Amit": -270123, "Priya": -270123}…
  4. settle_up{"ledger": {"balances_cents": {"Neha": 810371, "Vikram": -270125, "Amit": -270123, "Priya": -270123}, "expense_count": … -> 3 transfers
  5. finish{"answer": "Priya ka balance -2701.23 INR hai. Settlement: Vikram -> Neha 2701.25 INR; Amit -> Neha 2701.23 INR; Priya …
Final answer

Priya ka balance -2701.23 INR hai. Settlement: Vikram -> Neha 2701.25 INR; Amit -> Neha 2701.23 INR; Priya -> Neha 2701.23 INR

Oracle

Balances: Amit -2701.23, Neha +8103.71, Priya -2701.23, Vikram -2701.25

Answer: Priya ka balance -2701.23 INR hai. Settlement: Vikram -> Neha 2701.25 INR; Amit -> Neha 2701.23 INR; Priya -> Neha 2701.23 INR

h9-021two_query

Expenses: Vikram ne 83.07 USD diye thali ke liye (Amit, Sara, Priya aur Vikram). Pehle Priya ka balance batao, phir settle up bhi karo.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 4 calls

no ledger written

Trace (4 steps)
  1. get_balance{"ledger": {"balances_cents": {"Vikram": 0, "Amit": 0, "Sara": 0, "Priya": 0}, "expense_count": 1}, "person": "Priya"}
  2. settle_up{"ledger": {"balances_cents": {"Vikram": 0, "Amit": 0, "Sara": 0, "Priya": 8307}, "expense_count": 2}}
  3. convert_currency{"amount": 8307, "from_currency": "USD", "to_currency": "INR"}
  4. finish{"answer": "Priya ka balance: ₹83.07. Settle up ka total: ₹8307."}
Final answer

Priya ka balance: ₹83.07. Settle up ka total: ₹8307.

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit-1723.71-1723.71
Priya-1723.70-1723.70
Sara-1723.70-1723.70
Vikram5171.115171.11
Trace (4 steps)
  1. add_expense{"payer": "Vikram", "amount": 83.07, "currency": "USD", "participants": ["Amit", "Sara", "Priya", "Vikram"], "descripti… -> total 6894.81 INR, share [1723.71, 1723.7, 1723.7, 1723.7]
  2. get_balance{"person": "Priya", "ledger": {"balances_cents": {"Vikram": 517111, "Amit": -172371, "Sara": -172370, "Priya": -172370}…
  3. settle_up{"ledger": {"balances_cents": {"Vikram": 517111, "Amit": -172371, "Sara": -172370, "Priya": -172370}, "expense_count": … -> 3 transfers
  4. finish{"answer": "Priya ka balance -1723.70 INR hai. Settlement: Amit -> Vikram 1723.71 INR; Priya -> Vikram 1723.70 INR; Sar…
Final answer

Priya ka balance -1723.70 INR hai. Settlement: Amit -> Vikram 1723.71 INR; Priya -> Vikram 1723.70 INR; Sara -> Vikram 1723.70 INR

Oracle

Balances: Amit -1723.71, Priya -1723.70, Sara -1723.70, Vikram +5171.11

Answer: Priya ka balance -1723.70 INR hai. Settlement: Amit -> Vikram 1723.71 INR; Priya -> Vikram 1723.70 INR; Sara -> Vikram 1723.70 INR

h9-022two_query

Expenses: Vikram ne 61.23 EUR diye ice cream ke liye (Vikram, Sara, Amit aur Priya), Amit ne 2003 INR diye parking ke liye (Vikram, Sara, Amit aur Priya). Pehle Vikram ka balance batao, phir settle up bhi karo.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 4 calls

gotoracle
Amit-137767.50124.58
Priya-137767.50-1878.42
Sara-137767.50-1878.43
Vikram413302.503632.27
Trace (4 steps)
  1. add_expense{"ledger": {"balances_cents": {"Vikram": 0, "Sara": 0, "Amit": 0, "Priya": 0}, "expense_count": 0}, "payer": "Vikram", … -> total 551070.0 INR, share [137767.5, 137767.5, 137767.5, 137767.5]
  2. get_balance{"ledger": {"balances_cents": {"Vikram": 41330250, "Sara": -13776750, "Amit": -13776750, "Priya": -13776750}, "expense_…
  3. settle_up{"ledger": {"balances_cents": {"Vikram": 0, "Sara": 0, "Amit": 0, "Priya": 0}, "expense_count": 2}}
  4. finish{"answer": "Vikram ka net balance: ₹551.07 (INR)."}
Final answer

Vikram ka net balance: ₹551.07 (INR).

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit124.58124.58
Priya-1878.42-1878.42
Sara-1878.43-1878.43
Vikram3632.273632.27
Trace (5 steps)
  1. add_expense{"payer": "Vikram", "amount": 61.23, "currency": "EUR", "participants": ["Vikram", "Sara", "Amit", "Priya"], "descripti… -> total 5510.7 INR, share [1377.68, 1377.68, 1377.67, 1377.67]
  2. add_expense{"payer": "Amit", "amount": 2003, "currency": "INR", "participants": ["Vikram", "Sara", "Amit", "Priya"], "description"… -> total 2003.0 INR, share [500.75, 500.75, 500.75, 500.75]
  3. get_balance{"person": "Vikram", "ledger": {"balances_cents": {"Vikram": 363227, "Sara": -187843, "Amit": 12458, "Priya": -187842},…
  4. settle_up{"ledger": {"balances_cents": {"Vikram": 363227, "Sara": -187843, "Amit": 12458, "Priya": -187842}, "expense_count": 2}} -> 3 transfers
  5. finish{"answer": "Vikram ka balance 3632.27 INR hai. Settlement: Sara -> Vikram 1878.43 INR; Priya -> Vikram 1753.84 INR; Pri…
Final answer

Vikram ka balance 3632.27 INR hai. Settlement: Sara -> Vikram 1878.43 INR; Priya -> Vikram 1753.84 INR; Priya -> Amit 124.58 INR

Oracle

Balances: Amit +124.58, Priya -1878.42, Sara -1878.43, Vikram +3632.27

Answer: Vikram ka balance 3632.27 INR hai. Settlement: Sara -> Vikram 1878.43 INR; Priya -> Vikram 1753.84 INR; Priya -> Amit 124.58 INR

h9-023two_query

Expenses: Vikram ne 83 EUR diye hotel ke liye (Amit, Sara, Rahul aur Vikram). Pehle Rahul ka balance batao, phir settle up bhi karo.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 4 calls

gotoracle
Amit-186750.00-1867.50
Rahul-186750.00-1867.50
Sara-186750.00-1867.50
Vikram560250.005602.50
Trace (4 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Amit": 0, "Sara": 0, "Vikram": 0, "Neha": 0}, "expense_count": 0}, "payer":… -> total 747000.0 INR, share [186750.0, 186750.0, 186750.0, 186750.0]
  2. convert_currency{"amount": 56025, "from_currency": "EUR", "to_currency": "INR"}
  3. settle_up{"ledger": {"balances_cents": {"Rahul": -18675000, "Amit": -18675000, "Sara": -18675000, "Vikram": 0, "Neha": 0}, "expe…
  4. finish{"answer": "Vikram ko 5042.25 INR milenge."}
Final answer

Vikram ko 5042.25 INR milenge.

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit-1867.50-1867.50
Rahul-1867.50-1867.50
Sara-1867.50-1867.50
Vikram5602.505602.50
Trace (4 steps)
  1. add_expense{"payer": "Vikram", "amount": 83, "currency": "EUR", "participants": ["Amit", "Sara", "Rahul", "Vikram"], "description"… -> total 7470.0 INR, share [1867.5, 1867.5, 1867.5, 1867.5]
  2. get_balance{"person": "Rahul", "ledger": {"balances_cents": {"Vikram": 560250, "Amit": -186750, "Sara": -186750, "Rahul": -186750}…
  3. settle_up{"ledger": {"balances_cents": {"Vikram": 560250, "Amit": -186750, "Sara": -186750, "Rahul": -186750}, "expense_count": … -> 3 transfers
  4. finish{"answer": "Rahul ka balance -1867.50 INR hai. Settlement: Amit -> Vikram 1867.50 INR; Rahul -> Vikram 1867.50 INR; Sar…
Final answer

Rahul ka balance -1867.50 INR hai. Settlement: Amit -> Vikram 1867.50 INR; Rahul -> Vikram 1867.50 INR; Sara -> Vikram 1867.50 INR

Oracle

Balances: Amit -1867.50, Rahul -1867.50, Sara -1867.50, Vikram +5602.50

Answer: Rahul ka balance -1867.50 INR hai. Settlement: Amit -> Vikram 1867.50 INR; Rahul -> Vikram 1867.50 INR; Sara -> Vikram 1867.50 INR

h9-024two_query

Expenses: Amit ne 61.23 EUR diye concert ke liye (Rahul, Vikram, Amit aur Sara). Pehle Sara ka balance batao, phir settle up bhi karo.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 4 calls

no ledger written

Trace (4 steps)
  1. get_balance{"ledger": {"balances_cents": {"Sara": 0}, "expense_count": 0}, "person": "Sara"}
  2. settle_up{"ledger": {"balances_cents": {"Sara": 0, "Rahul": 61230, "Vikram": 0, "Amit": 0}, "expense_count": 1}}
  3. convert_currency{"amount": 61230, "from_currency": "EUR", "to_currency": "INR"}
  4. finish{"answer": "Sara ka balance: 0 INR. Amit ne concert ke liye 61.23 EUR kharche, jo 5,196.96 INR hota hai. Settle up ke b…
Final answer

Sara ka balance: 0 INR. Amit ne concert ke liye 61.23 EUR kharche, jo 5,196.96 INR hota hai. Settle up ke baad, aapki balance: 5,196.96 INR.

Shipped adapter (sft4)

MISMATCH — ledger wrong, answer wrong, 4 calls

gotoracle
Amit5510.704133.03
Rahul-1836.90-1377.68
Sara-1836.90-1377.67
Vikram-1836.90-1377.68
Trace (4 steps)
  1. add_expense{"payer": "Amit", "amount": 61.23, "currency": "EUR", "participants": ["Rahul", "Vikram", "Sara"], "description": "conc… -> total 5510.7 INR, share [1836.9, 1836.9, 1836.9]
  2. get_balance{"person": "Sara", "ledger": {"balances_cents": {"Amit": 551070, "Rahul": -183690, "Vikram": -183690, "Sara": -183690},…
  3. settle_up{"ledger": {"balances_cents": {"Amit": 551070, "Rahul": -183690, "Vikram": -183690, "Sara": -183690}, "expense_count": … -> 3 transfers
  4. finish{"answer": "Sara ka balance -1836.90 INR hai. Settlement: Rahul -> Amit 1836.90 INR; Sara -> Amit 1836.90 INR; Vikram -…
Final answer

Sara ka balance -1836.90 INR hai. Settlement: Rahul -> Amit 1836.90 INR; Sara -> Amit 1836.90 INR; Vikram -> Amit 1836.90 INR

Oracle

Balances: Amit +4133.03, Rahul -1377.68, Sara -1377.67, Vikram -1377.68

Answer: Sara ka balance -1377.67 INR hai. Settlement: Rahul -> Amit 1377.68 INR; Vikram -> Amit 1377.68 INR; Sara -> Amit 1377.67 INR

h9-025two_query

Expenses: Sara ne 19 USD diye concert ke liye (Vikram, Amit aur Sara). Pehle Amit ka balance batao, phir settle up bhi karo.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 5 calls

gotoracle
Amit-525.67-525.67
Sara1241.341051.34
Vikram-525.67-525.67
Trace (5 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Sara": 19000, "Vikram": 0}, "expense_count": 1}, "pa… -> total 1577.0 INR, share [525.67, 525.67, 525.66]
  2. convert_currency{"amount": 52567, "from_currency": "INR", "to_currency": "USD"}
  3. settle_up{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Sara": 124134, "Vikram": 0}, "expense_count": 3}}
  4. convert_currency{"amount": 633.34, "from_currency": "USD", "to_currency": "INR"}
  5. finish{"answer": "Sara ko 633.34 INR milenge."}
Final answer

Sara ko 633.34 INR milenge.

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit-525.67-525.67
Sara1051.341051.34
Vikram-525.67-525.67
Trace (4 steps)
  1. add_expense{"payer": "Sara", "amount": 19, "currency": "USD", "participants": ["Vikram", "Amit", "Sara"], "description": "concert"… -> total 1577.0 INR, share [525.67, 525.67, 525.66]
  2. get_balance{"person": "Amit", "ledger": {"balances_cents": {"Sara": 105134, "Vikram": -52567, "Amit": -52567}, "expense_count": 1}}
  3. settle_up{"ledger": {"balances_cents": {"Sara": 105134, "Vikram": -52567, "Amit": -52567}, "expense_count": 1}} -> 2 transfers
  4. finish{"answer": "Amit ka balance -525.67 INR hai. Settlement: Amit -> Sara 525.67 INR; Vikram -> Sara 525.67 INR"}
Final answer

Amit ka balance -525.67 INR hai. Settlement: Amit -> Sara 525.67 INR; Vikram -> Sara 525.67 INR

Oracle

Balances: Amit -525.67, Sara +1051.34, Vikram -525.67

Answer: Amit ka balance -525.67 INR hai. Settlement: Amit -> Sara 525.67 INR; Vikram -> Sara 525.67 INR

h9-026two_query

Expenses: Neha ne 61.23 EUR diye dessert ke liye (Neha, Amit aur Rahul), Amit ne 47 USD diye shopping ke liye (Neha, Amit aur Rahul). Pehle Neha ka balance batao, phir settle up bhi karo.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 13 calls

gotoracle
Amit-1836900.00763.77
Neha3673800.002373.46
Rahul-1836900.00-3137.23
Trace (14 steps)
  1. add_expense{"ledger": {"balances_cents": {"Neha": 0, "Amit": 0, "Rahul": 0}, "expense_count": 0}, "payer": "Neha", "amount": 61230… -> total 5510700.0 INR, share [1836900.0, 1836900.0, 1836900.0]
  2. get_balance{"ledger": {"balances_cents": {"Neha": 367380000, "Amit": -183690000, "Rahul": -183690000}, "expense_count": 1}, "perso…
  3. settle_up{"ledger": {"balances_cents": {"Neha": 367380000, "Amit": 183690000, "Rahul": 183690000}, "expense_count": 2}}
  4. convert_currency{"amount": 183690, "from_currency": "USD", "to_currency": "INR"}
  5. add_expense{"ledger": {"balances_cents": {"Neha": 0, "Amit": 0, "Rahul": 0}, "expense_count": 1}, "payer": "Neha", "amount": 61230… -> total 5510700.0 INR, share [1836900.0, 1836900.0, 1836900.0]
  6. get_balance{"ledger": {"balances_cents": {"Neha": 367380000, "Amit": -183690000, "Rahul": -183690000}, "expense_count": 2}, "perso…
  7. settle_up{"ledger": {"balances_cents": {"Neha": 0, "Amit": 0, "Rahul": 0}, "expense_count": 3}}
  8. convert_currency{"amount": 183690, "from_currency": "USD", "to_currency": "INR"}
  9. add_expense{"ledger": {"balances_cents": {"Neha": 0, "Amit": 0, "Rahul": 0}, "expense_count": 1}, "payer": "Neha", "amount": 61230… -> total 5510700.0 INR, share [1836900.0, 1836900.0, 1836900.0]
  10. get_balance{"ledger": {"balances_cents": {"Neha": 367380000, "Amit": -183690000, "Rahul": -183690000}, "expense_count": 2}, "perso…
  11. settle_up{"ledger": {"balances_cents": {"Neha": 0, "Amit": 0, "Rahul": 0}, "expense_count": 3}}
  12. convert_currency{"amount": 183690, "from_currency": "USD", "to_currency": "INR"}
  13. add_expense{"ledger": {"balances_cents": {"Neha": 0, "Amit": 0, "Rahul": 0}, "expense_count": 1}, "payer": "Neha", "amount": 61230… -> total 5510700.0 INR, share [1836900.0, 1836900.0, 1836900.0]
  14. unparsed turn
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit763.77763.77
Neha2373.462373.46
Rahul-3137.23-3137.23
Trace (4 steps)
  1. add_expense{"payer": "Neha", "amount": 61.23, "currency": "EUR", "participants": ["Neha", "Amit", "Rahul"], "description": "desser… -> total 5510.7 INR, share [1836.9, 1836.9, 1836.9]
  2. add_expense{"payer": "Amit", "amount": 47, "currency": "USD", "participants": ["Neha", "Amit", "Rahul"], "description": "shopping"… -> total 3901.0 INR, share [1300.34, 1300.33, 1300.33]
  3. settle_up{"ledger": {"balances_cents": {"Neha": 237346, "Amit": 76377, "Rahul": -313723}, "expense_count": 2}} -> 2 transfers
  4. finish{"answer": "Neha ka balance 237346 INR hai. Settlement: Rahul -> Neha 2373.46 INR; Rahul -> Amit 763.77 INR"}
Final answer

Neha ka balance 237346 INR hai. Settlement: Rahul -> Neha 2373.46 INR; Rahul -> Amit 763.77 INR

Oracle

Balances: Amit +763.77, Neha +2373.46, Rahul -3137.23

Answer: Neha ka balance 2373.46 INR hai. Settlement: Rahul -> Neha 2373.46 INR; Rahul -> Amit 763.77 INR

h9-027two_query

Expenses: Priya ne 61.23 EUR diye dessert ke liye (Priya, Rahul aur Neha). Pehle Rahul ka balance batao, phir settle up bhi karo.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 22 calls

no ledger written

Trace (22 steps)
  1. get_balance{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 61230, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_coun…
  2. convert_currency{"amount": 612.3, "from_currency": "EUR", "to_currency": "INR"}
  3. settle_up{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": …
  4. convert_currency{"amount": 612.3, "from_currency": "INR", "to_currency": "EUR"}
  5. convert_currency{"amount": 55107, "from_currency": "INR", "to_currency": "EUR"}
  6. settle_up{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": …
  7. convert_currency{"amount": 6.8, "from_currency": "EUR", "to_currency": "INR"}
  8. convert_currency{"amount": 612.3, "from_currency": "INR", "to_currency": "EUR"}
  9. settle_up{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": …
  10. convert_currency{"amount": 612.0, "from_currency": "EUR", "to_currency": "INR"}
  11. convert_currency{"amount": 6.8, "from_currency": "EUR", "to_currency": "INR"}
  12. settle_up{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": …
  13. convert_currency{"amount": 55080, "from_currency": "INR", "to_currency": "EUR"}
  14. convert_currency{"amount": 612.0, "from_currency": "EUR", "to_currency": "INR"}
  15. settle_up{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": …
  16. convert_currency{"amount": 612.0, "from_currency": "INR", "to_currency": "EUR"}
  17. convert_currency{"amount": 55080, "from_currency": "INR", "to_currency": "EUR"}
  18. settle_up{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": …
  19. convert_currency{"amount": 6.8, "from_currency": "EUR", "to_currency": "INR"}
  20. convert_currency{"amount": 612.0, "from_currency": "EUR", "to_currency": "INR"}
  21. settle_up{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": …
  22. convert_currency{"amount": 612.0, "from_currency": "INR", "to_currency": "EUR"}
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Neha-1836.90-1836.90
Priya3673.803673.80
Rahul-1836.90-1836.90
Trace (4 steps)
  1. add_expense{"payer": "Priya", "amount": 61.23, "currency": "EUR", "participants": ["Priya", "Rahul", "Neha"], "description": "dess… -> total 5510.7 INR, share [1836.9, 1836.9, 1836.9]
  2. get_balance{"person": "Rahul", "ledger": {"balances_cents": {"Priya": 367380, "Rahul": -183690, "Neha": -183690}, "expense_count":…
  3. settle_up{"ledger": {"balances_cents": {"Priya": 367380, "Rahul": -183690, "Neha": -183690}, "expense_count": 1}} -> 2 transfers
  4. finish{"answer": "Rahul ka balance -1836.90 INR hai. Settlement: Neha -> Priya 1836.90 INR; Rahul -> Priya 1836.90 INR"}
Final answer

Rahul ka balance -1836.90 INR hai. Settlement: Neha -> Priya 1836.90 INR; Rahul -> Priya 1836.90 INR

Oracle

Balances: Neha -1836.90, Priya +3673.80, Rahul -1836.90

Answer: Rahul ka balance -1836.90 INR hai. Settlement: Neha -> Priya 1836.90 INR; Rahul -> Priya 1836.90 INR

h9-028two_query

Expenses: Priya ne 19 USD diye parking ke liye (Amit, Vikram, Neha aur Priya). Pehle Amit ka balance batao, phir settle up bhi karo.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 7 calls, 2 tool errors

gotoracle
Amit-394.25-394.25
Neha-394.25-394.25
Priya1198.451182.75
Vikram-394.25-394.25
Trace (8 steps)
  1. unparsed turn
  2. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 1570, "Amit": 0, "Neha": 0, "Vikram": 0}, "expense_count": 1}, "pay… -> total 1577.0 INR, share [394.25, 394.25, 394.25, 394.25]
  3. convert_currency{"amount": 119845, "from_currency": "INR", "to_currency": "USD"}
  4. convert_currency{"amount": 1443.92, "from_currency": "INR", "to_currency": "USD"}
  5. convert_currency{"amount": 17.4, "from_currency": "INR", "to_currency": "USD"}
  6. convert_currency{"amount": 0.21, "from_currency": "INR", "to_currency": "USD"}
  7. convert_currency{"amount": 0.0, "from_currency": "INR", "to_currency": "USD"} -> error: "amount must be positive"
  8. convert_currency{"amount": -0.21, "from_currency": "INR", "to_currency": "USD"} -> error: "amount must be positive"
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit-394.25-394.25
Neha-394.25-394.25
Priya1182.751182.75
Vikram-394.25-394.25
Trace (4 steps)
  1. add_expense{"payer": "Priya", "amount": 19, "currency": "USD", "participants": ["Amit", "Vikram", "Neha", "Priya"], "description":… -> total 1577.0 INR, share [394.25, 394.25, 394.25, 394.25]
  2. get_balance{"person": "Amit", "ledger": {"balances_cents": {"Priya": 118275, "Amit": -39425, "Vikram": -39425, "Neha": -39425}, "e…
  3. settle_up{"ledger": {"balances_cents": {"Priya": 118275, "Amit": -39425, "Vikram": -39425, "Neha": -39425}, "expense_count": 1}} -> 3 transfers
  4. finish{"answer": "Amit ka balance -394.25 INR hai. Settlement: Amit -> Priya 394.25 INR; Neha -> Priya 394.25 INR; Vikram -> …
Final answer

Amit ka balance -394.25 INR hai. Settlement: Amit -> Priya 394.25 INR; Neha -> Priya 394.25 INR; Vikram -> Priya 394.25 INR

Oracle

Balances: Amit -394.25, Neha -394.25, Priya +1182.75, Vikram -394.25

Answer: Amit ka balance -394.25 INR hai. Settlement: Amit -> Priya 394.25 INR; Neha -> Priya 394.25 INR; Vikram -> Priya 394.25 INR

h9-029two_query

Expenses: Priya ne 3301 INR diye drinks ke liye (Neha, Priya, Rahul aur Sara), Rahul ne 19 USD diye rent ke liye (Neha, Priya, Rahul aur Sara). Pehle Priya ka balance batao, phir settle up bhi karo.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 8 calls, 8 tool errors

no ledger written

Trace (8 steps)
  1. add_expense{"ledger": {"balances_cents": {"Neha": 0, "Priya": 3301, "Rahul": 0, "Sara": 0, "Total": 3301}, "expense_count": 1}, "p… -> error: "unknown person in ledger: Total"
  2. add_expense{"ledger": {"balances_cents": {"Neha": 0, "Priya": 0, "Rahul": 0, "Sara": 0, "Total": 0}, "expense_count": 1}, "payer":… -> error: "unknown person in ledger: Total"
  3. add_expense{"ledger": {"balances_cents": {"Neha": 0, "Priya": 0, "Rahul": 0, "Sara": 0, "Total": 0}, "expense_count": 1}, "payer":… -> error: "unknown person in ledger: Total"
  4. add_expense{"ledger": {"balances_cents": {"Neha": 0, "Priya": 0, "Rahul": 0, "Sara": 0, "Total": 0, "Total_USD": 0}, "expense_coun… -> error: "unknown person in ledger: Total"
  5. add_expense{"ledger": {"balances_cents": {"Neha": 0, "Priya": 0, "Rahul": 0, "Sara": 0, "Total": 0, "Total_USD": 0}, "expense_coun… -> error: "unknown person in ledger: Total"
  6. add_expense{"ledger": {"balances_cents": {"Neha": 0, "Priya": 0, "Rahul": 0, "Sara": 0, "Total": 0, "Total_USD": 0}, "expense_coun… -> error: "unknown person in ledger: Total"
  7. add_expense{"ledger": {"balances_cents": {"Neha": 0, "Priya": 0, "Rahul": 0, "Sara": 0, "Total": 0, "Total_USD": 0}, "expense_coun… -> error: "unknown person in ledger: Total"
  8. add_expense{"ledger": {"balances_cents": {"Neha": 0, "Priya": 0, "Rahul": 0, "Sara": 0, "Total": 0, "Total_USD": 0}, "expense_coun… -> error: "unknown person in ledger: Total"
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MISMATCH — ledger ok, answer wrong, 4 calls

gotoracle
Neha-1219.50-1219.50
Priya2081.502081.50
Rahul357.50357.50
Sara-1219.50-1219.50
Trace (4 steps)
  1. add_expense{"payer": "Priya", "amount": 3301, "currency": "INR", "participants": ["Neha", "Priya", "Rahul", "Sara"], "description"… -> total 3301.0 INR, share [825.25, 825.25, 825.25, 825.25]
  2. add_expense{"payer": "Rahul", "amount": 19, "currency": "USD", "participants": ["Neha", "Priya", "Rahul", "Sara"], "description": … -> total 1577.0 INR, share [394.25, 394.25, 394.25, 394.25]
  3. settle_up{"ledger": {"balances_cents": {"Priya": 208150, "Neha": -121950, "Rahul": 35750, "Sara": -121950}, "expense_count": 2}} -> 3 transfers
  4. finish{"answer": "Priya ka balance 208150 cents ya 208.15 INR hai. Settlement: Neha -> Priya 1219.50 INR; Sara -> Priya 862.0…
Final answer

Priya ka balance 208150 cents ya 208.15 INR hai. Settlement: Neha -> Priya 1219.50 INR; Sara -> Priya 862.00 INR; Sara -> Rahul 357.50 INR

Oracle

Balances: Neha -1219.50, Priya +2081.50, Rahul +357.50, Sara -1219.50

Answer: Priya ka balance 2081.50 INR hai. Settlement: Neha -> Priya 1219.50 INR; Sara -> Priya 862.00 INR; Sara -> Rahul 357.50 INR

h9-030two_query

Expenses: Amit ne 61.23 EUR diye guide ke liye (Amit, Rahul, Vikram aur Priya), Priya ne 61.23 EUR diye parking ke liye (Amit, Rahul, Vikram aur Priya). Pehle Amit ka balance batao, phir settle up bhi karo.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 8 calls, 8 tool errors

no ledger written

Trace (8 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Vikram": 0, "Total": 0}, "expense_count": 0}, "payer… -> error: "unknown person in ledger: Total"
  2. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Vikram": 0, "Total": 0}, "expense_count": 0}, "payer… -> error: "unknown person in ledger: Total"
  3. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Vikram": 0, "Total": 0}, "expense_count": 0}, "payer… -> error: "unknown person in ledger: Total"
  4. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Vikram": 0, "Total": 0}, "expense_count": 0}, "payer… -> error: "unknown person in ledger: Total"
  5. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Vikram": 0, "Total": 0}, "expense_count": 0}, "payer… -> error: "unknown person in ledger: Total"
  6. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Vikram": 0, "Total": 0}, "expense_count": 0}, "payer… -> error: "unknown person in ledger: Total"
  7. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Vikram": 0, "Total": 0}, "expense_count": 0}, "payer… -> error: "unknown person in ledger: Total"
  8. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Vikram": 0, "Total": 0}, "expense_count": 0}, "payer… -> error: "unknown person in ledger: Total"
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit2755.342755.34
Priya2755.362755.36
Rahul-2755.36-2755.36
Vikram-2755.34-2755.34
Trace (5 steps)
  1. add_expense{"payer": "Amit", "amount": 61.23, "currency": "EUR", "participants": ["Amit", "Rahul", "Vikram", "Priya"], "descriptio… -> total 5510.7 INR, share [1377.68, 1377.68, 1377.67, 1377.67]
  2. add_expense{"payer": "Priya", "amount": 61.23, "currency": "EUR", "participants": ["Amit", "Rahul", "Vikram", "Priya"], "descripti… -> total 5510.7 INR, share [1377.68, 1377.68, 1377.67, 1377.67]
  3. get_balance{"person": "Amit", "ledger": {"balances_cents": {"Amit": 275534, "Rahul": -275536, "Vikram": -275534, "Priya": 275536},…
  4. settle_up{"ledger": {"balances_cents": {"Amit": 275534, "Rahul": -275536, "Vikram": -275534, "Priya": 275536}, "expense_count": … -> 2 transfers
  5. finish{"answer": "Amit ka balance 2755.34 INR hai. Settlement: Rahul -> Priya 2755.36 INR; Vikram -> Amit 2755.34 INR"}
Final answer

Amit ka balance 2755.34 INR hai. Settlement: Rahul -> Priya 2755.36 INR; Vikram -> Amit 2755.34 INR

Oracle

Balances: Amit +2755.34, Priya +2755.36, Rahul -2755.36, Vikram -2755.34

Answer: Amit ka balance 2755.34 INR hai. Settlement: Rahul -> Priya 2755.36 INR; Vikram -> Amit 2755.34 INR

h9-031trap_combo

Neha ne 61 USD diye barbecue ke liye (Sara, Amit, Rahul aur Vikram), aur Neha ne 61.23 EUR diye guide ke liye (Sara, Amit, Rahul aur Vikram). Neha khud share nahi kar rahi. Priya ka final balance kitna hai?

Base Tiny Aya

MISMATCH — ledger wrong, answer ok, 6 calls

gotoracle
Amit-27530.06-2643.43
Neha105057.2510573.70
Rahul-27530.06-2643.42
Sara-27530.07-2643.43
Vikram-27530.06-2643.42
Trace (6 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Sara": 0, "Vikram": 0, "Neha": 0}, "expense_count": … -> total 5063.0 INR, share [1265.75, 1265.75, 1265.75, 1265.75]
  2. convert_currency{"amount": 1265.75, "from_currency": "USD", "to_currency": "INR"}
  3. convert_currency{"amount": 105057.25, "from_currency": "INR", "to_currency": "USD"}
  4. convert_currency{"amount": 1265.75, "from_currency": "INR", "to_currency": "USD"}
  5. add_expense{"ledger": {"balances_cents": {"Rahul": -126575, "Priya": 0, "Amit": -126575, "Sara": -126575, "Vikram": -126575, "Neha… -> total 105057.25 INR, share [26264.32, 26264.31, 26264.31, 26264.31]
  6. finish{"answer": "Priya ka final balance: 0 USD"}
Final answer

Priya ka final balance: 0 USD

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit-2643.43-2643.43
Neha10573.7010573.70
Rahul-2643.42-2643.42
Sara-2643.43-2643.43
Vikram-2643.42-2643.42
Trace (4 steps)
  1. add_expense{"payer": "Neha", "amount": 61, "currency": "USD", "participants": ["Sara", "Amit", "Rahul", "Vikram"], "description": … -> total 5063.0 INR, share [1265.75, 1265.75, 1265.75, 1265.75]
  2. add_expense{"payer": "Neha", "amount": 61.23, "currency": "EUR", "participants": ["Sara", "Amit", "Rahul", "Vikram"], "description… -> total 5510.7 INR, share [1377.68, 1377.68, 1377.67, 1377.67]
  3. get_balance{"person": "Priya", "ledger": {"balances_cents": {"Neha": 1057370, "Sara": -264343, "Amit": -264343, "Rahul": -264342, …
  4. finish{"answer": "Priya ka balance 0.00 INR hai."}
Final answer

Priya ka balance 0.00 INR hai.

Oracle

Balances: Amit -2643.43, Neha +10573.70, Rahul -2643.42, Sara -2643.43, Vikram -2643.42

Answer: Priya ka balance 0.00 INR hai.

h9-032trap_combo

Vikram ne 61 USD diye camping ke liye (Rahul, Sara aur Neha), aur Vikram ne 83 EUR diye electricity ke liye (Rahul, Sara aur Neha). Vikram khud share nahi kar raha. Amit ka final balance kitna hai?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 8 calls, 7 tool errors

gotoracle
Neha-1687666.66-4177.66
Rahul-1687666.67-4177.67
Sara-1687666.67-4177.67
Vikram5063000.0012533.00
Trace (8 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Sara": 0, "Neha": 0, "Vikram": 0, "Amit": 0}, "expense_count": 0}, "payer":… -> total 5063000.0 INR, share [1687666.67, 1687666.67, 1687666.66]
  2. convert_currency{"amount": 506300000, "from_currency": "EUR", "to_currency": "INR"} -> error: "amount is unreasonably large"
  3. convert_currency{"amount": 0, "from_currency": "EUR", "to_currency": "INR"} -> error: "amount must be positive"
  4. convert_currency{"amount": 0, "from_currency": "EUR", "to_currency": "INR"} -> error: "amount must be positive"
  5. convert_currency{"amount": 0, "from_currency": "EUR", "to_currency": "INR"} -> error: "amount must be positive"
  6. convert_currency{"amount": 0, "from_currency": "EUR", "to_currency": "INR"} -> error: "amount must be positive"
  7. convert_currency{"amount": 0, "from_currency": "EUR", "to_currency": "INR"} -> error: "amount must be positive"
  8. convert_currency{"amount": 0, "from_currency": "EUR", "to_currency": "INR"} -> error: "amount must be positive"
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Neha-4177.66-4177.66
Rahul-4177.67-4177.67
Sara-4177.67-4177.67
Vikram12533.0012533.00
Trace (4 steps)
  1. add_expense{"payer": "Vikram", "amount": 61, "currency": "USD", "participants": ["Rahul", "Sara", "Neha"], "description": "camping… -> total 5063.0 INR, share [1687.67, 1687.67, 1687.66]
  2. add_expense{"payer": "Vikram", "amount": 83, "currency": "EUR", "participants": ["Rahul", "Sara", "Neha"], "description": "electri… -> total 7470.0 INR, share [2490.0, 2490.0, 2490.0]
  3. get_balance{"person": "Amit", "ledger": {"balances_cents": {"Vikram": 1253300, "Rahul": -417767, "Sara": -417767, "Neha": -417766}…
  4. finish{"answer": "Amit ka balance 0.00 INR hai."}
Final answer

Amit ka balance 0.00 INR hai.

Oracle

Balances: Neha -4177.66, Rahul -4177.67, Sara -4177.67, Vikram +12533.00

Answer: Amit ka balance 0.00 INR hai.

h9-033trap_combo

Priya ne 47 USD diye party ke liye (Rahul, Amit, Vikram aur Sara), aur Priya ne 61.23 EUR diye tickets ke liye (Rahul, Amit, Vikram aur Sara). Priya khud share nahi kar rahi. Neha ka final balance kitna hai?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 4 calls, 2 tool errors

no ledger written

Trace (10 steps)
  1. unparsed turn
  2. unparsed turn
  3. get_balance{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Vikram": 0, "Sara": 0, "Neha": 0}, "expense_count": …
  4. settle_up{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Vikram": 0, "Sara": 0, "Neha": 0}, "expense_count": …
  5. convert_currency{"amount": 0, "from_currency": "INR", "to_currency": "USD"} -> error: "amount must be positive"
  6. convert_currency{"amount": 0, "from_currency": "INR", "to_currency": "EUR"} -> error: "amount must be positive"
  7. unparsed turn
  8. unparsed turn
  9. unparsed turn
  10. unparsed turn
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit-2352.93-2352.93
Priya9411.709411.70
Rahul-2352.93-2352.93
Sara-2352.92-2352.92
Vikram-2352.92-2352.92
Trace (4 steps)
  1. add_expense{"payer": "Priya", "amount": 47, "currency": "USD", "participants": ["Rahul", "Amit", "Vikram", "Sara"], "description":… -> total 3901.0 INR, share [975.25, 975.25, 975.25, 975.25]
  2. add_expense{"payer": "Priya", "amount": 61.23, "currency": "EUR", "participants": ["Rahul", "Amit", "Vikram", "Sara"], "descriptio… -> total 5510.7 INR, share [1377.68, 1377.68, 1377.67, 1377.67]
  3. get_balance{"person": "Neha", "ledger": {"balances_cents": {"Priya": 941170, "Rahul": -235293, "Amit": -235293, "Vikram": -235292,…
  4. finish{"answer": "Neha ka balance 0.00 INR hai."}
Final answer

Neha ka balance 0.00 INR hai.

Oracle

Balances: Amit -2352.93, Priya +9411.70, Rahul -2352.93, Sara -2352.92, Vikram -2352.92

Answer: Neha ka balance 0.00 INR hai.

h9-034trap_combo

Neha ne 19 USD diye bus ke liye (Rahul, Vikram aur Priya), aur Neha ne 61.23 EUR diye guide ke liye (Rahul, Vikram aur Priya). Neha khud share nahi kar rahi. Sara ka final balance kitna hai?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 3 calls

no ledger written

Trace (5 steps)
  1. unparsed turn
  2. unparsed turn
  3. convert_currency{"amount": 80.23, "from_currency": "EUR", "to_currency": "INR"}
  4. settle_up{"ledger": {"balances_cents": {"Rahul": 0, "Vikram": 0, "Priya": 0, "Neha": 7220700}, "expense_count": 1}}
  5. finish{"answer": "Neha's final balance is ₹7,220.70 (7,220.7 INR)"}
Final answer

Neha's final balance is ₹7,220.70 (7,220.7 INR)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Neha7087.707087.70
Priya-2362.56-2362.56
Rahul-2362.57-2362.57
Vikram-2362.57-2362.57
Trace (4 steps)
  1. add_expense{"payer": "Neha", "amount": 19, "currency": "USD", "participants": ["Rahul", "Vikram", "Priya"], "description": "bus", … -> total 1577.0 INR, share [525.67, 525.67, 525.66]
  2. add_expense{"payer": "Neha", "amount": 61.23, "currency": "EUR", "participants": ["Rahul", "Vikram", "Priya"], "description": "gui… -> total 5510.7 INR, share [1836.9, 1836.9, 1836.9]
  3. get_balance{"person": "Sara", "ledger": {"balances_cents": {"Neha": 708770, "Rahul": -236257, "Vikram": -236257, "Priya": -236256}…
  4. finish{"answer": "Sara ka balance 0.00 INR hai."}
Final answer

Sara ka balance 0.00 INR hai.

Oracle

Balances: Neha +7087.70, Priya -2362.56, Rahul -2362.57, Vikram -2362.57

Answer: Sara ka balance 0.00 INR hai.

h9-035trap_combo

Priya ne 19 USD diye party ke liye (Rahul, Sara aur Neha), aur Priya ne 83 EUR diye train ke liye (Rahul, Sara aur Neha). Priya khud share nahi kar rahi. Vikram ka final balance kitna hai?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 4 calls

gotoracle
Neha-525.66-3015.66
Priya1577.009047.00
Rahul-525.67-3015.67
Sara-525.67-3015.67
Trace (4 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Sara": 0, "Neha": 0, "Priya": 0, "Vikram": 0}, "expense_count": 0}, "payer"… -> total 1577.0 INR, share [525.67, 525.67, 525.66]
  2. convert_currency{"amount": 525.67, "from_currency": "USD", "to_currency": "INR"}
  3. settle_up{"ledger": {"balances_cents": {"Rahul": 0, "Sara": 0, "Neha": 0, "Priya": 0, "Vikram": 43630.61}, "expense_count": 1}}
  4. finish{"answer": "Vikram ka final balance 43630.61 INR hai."}
Final answer

Vikram ka final balance 43630.61 INR hai.

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Neha-3015.66-3015.66
Priya9047.009047.00
Rahul-3015.67-3015.67
Sara-3015.67-3015.67
Trace (4 steps)
  1. add_expense{"payer": "Priya", "amount": 19, "currency": "USD", "participants": ["Rahul", "Sara", "Neha"], "description": "party", … -> total 1577.0 INR, share [525.67, 525.67, 525.66]
  2. add_expense{"payer": "Priya", "amount": 83, "currency": "EUR", "participants": ["Rahul", "Sara", "Neha"], "description": "train", … -> total 7470.0 INR, share [2490.0, 2490.0, 2490.0]
  3. get_balance{"person": "Vikram", "ledger": {"balances_cents": {"Priya": 904700, "Rahul": -301567, "Sara": -301567, "Neha": -301566}…
  4. finish{"answer": "Vikram ka balance 0.00 INR hai."}
Final answer

Vikram ka balance 0.00 INR hai.

Oracle

Balances: Neha -3015.66, Priya +9047.00, Rahul -3015.67, Sara -3015.67

Answer: Vikram ka balance 0.00 INR hai.

h9-036trap_combo

Amit ne 47.11 USD diye flights ke liye (Neha, Vikram aur Priya), aur Amit ne 37 EUR diye snacks ke liye (Neha, Vikram aur Priya). Amit khud share nahi kar raha. Sara ka final balance kitna hai?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 8 calls, 8 tool errors

no ledger written

Trace (8 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Vikram": 0, "Sara": 0, "Neha": 0, "expenses": 0}, "e… -> error: "unknown person in ledger: expenses"
  2. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Vikram": 0, "Sara": 0, "Neha": 0, "expenses": 0}, "e… -> error: "unknown person in ledger: expenses"
  3. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Vikram": 0, "Sara": 0, "Neha": 0, "expenses": 0}, "e… -> error: "unknown person in ledger: expenses"
  4. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Vikram": 0, "Sara": 0, "Neha": 0, "expenses": 0}, "e… -> error: "unknown person in ledger: expenses"
  5. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Vikram": 0, "Sara": 0, "Neha": 0, "expenses": 0}, "e… -> error: "unknown person in ledger: expenses"
  6. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Vikram": 0, "Sara": 0, "Neha": 0, "expenses": 0}, "e… -> error: "unknown person in ledger: expenses"
  7. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 47.11, "Vikram": 0, "Sara": 0, "Neha": 0, "expenses": 47… -> error: "unknown person in ledger: expenses"
  8. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 84.11, "Vikram": 0, "Sara": 0, "Neha": 0, "expenses": 0}… -> error: "unknown person in ledger: expenses"
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit7240.137240.13
Neha-2413.38-2413.38
Priya-2413.37-2413.37
Vikram-2413.38-2413.38
Trace (4 steps)
  1. add_expense{"payer": "Amit", "amount": 47.11, "currency": "USD", "participants": ["Neha", "Vikram", "Priya"], "description": "flig… -> total 3910.13 INR, share [1303.38, 1303.38, 1303.37]
  2. add_expense{"payer": "Amit", "amount": 37, "currency": "EUR", "participants": ["Neha", "Vikram", "Priya"], "description": "snacks"… -> total 3330.0 INR, share [1110.0, 1110.0, 1110.0]
  3. get_balance{"person": "Sara", "ledger": {"balances_cents": {"Amit": 724013, "Neha": -241338, "Vikram": -241338, "Priya": -241337},…
  4. finish{"answer": "Sara ka balance 0.00 INR hai."}
Final answer

Sara ka balance 0.00 INR hai.

Oracle

Balances: Amit +7240.13, Neha -2413.38, Priya -2413.37, Vikram -2413.38

Answer: Sara ka balance 0.00 INR hai.

h9-037trap_combo

Neha ne 47 USD diye coffee ke liye (Priya, Vikram, Amit aur Sara), aur Neha ne 19.07 EUR diye brunch ke liye (Priya, Vikram, Amit aur Sara). Neha khud share nahi kar rahi. Rahul ka final balance kitna hai?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 7 calls, 7 tool errors

no ledger written

Trace (8 steps)
  1. unparsed turn
  2. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Sara": 0, "Vikram": 0, "Neha": 0, "Coffee": 67000}, … -> error: "unknown person in ledger: Coffee"
  3. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Sara": 0, "Vikram": 0, "Neha": 0, "Coffee": 0}, "exp… -> error: "unknown person in ledger: Coffee"
  4. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Sara": 0, "Vikram": 0, "Neha": 0, "Coffee": 0}, "exp… -> error: "unknown person in ledger: Coffee"
  5. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Sara": 0, "Vikram": 0, "Neha": 0, "Coffee": 0}, "exp… -> error: "unknown person in ledger: Coffee"
  6. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Sara": 0, "Vikram": 0, "Neha": 0, "Coffee": 0}, "exp… -> error: "unknown person in ledger: Coffee"
  7. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Sara": 0, "Vikram": 0, "Neha": 0, "Coffee": 0}, "exp… -> error: "unknown person in ledger: Coffee"
  8. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Sara": 0, "Vikram": 0, "Neha": 0, "Coffee": 0}, "exp… -> error: "unknown person in ledger: Coffee"
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit-1404.32-1404.32
Neha5617.305617.30
Priya-1404.33-1404.33
Sara-1404.32-1404.32
Vikram-1404.33-1404.33
Trace (4 steps)
  1. add_expense{"payer": "Neha", "amount": 47, "currency": "USD", "participants": ["Priya", "Vikram", "Amit", "Sara"], "description": … -> total 3901.0 INR, share [975.25, 975.25, 975.25, 975.25]
  2. add_expense{"payer": "Neha", "amount": 19.07, "currency": "EUR", "participants": ["Priya", "Vikram", "Amit", "Sara"], "description… -> total 1716.3 INR, share [429.08, 429.08, 429.07, 429.07]
  3. get_balance{"person": "Rahul", "ledger": {"balances_cents": {"Neha": 561730, "Priya": -140433, "Vikram": -140433, "Amit": -140432,…
  4. finish{"answer": "Rahul ka balance 0.00 INR hai."}
Final answer

Rahul ka balance 0.00 INR hai.

Oracle

Balances: Amit -1404.32, Neha +5617.30, Priya -1404.33, Sara -1404.32, Vikram -1404.33

Answer: Rahul ka balance 0.00 INR hai.

h9-038trap_combo

Sara ne 61 USD diye museum ke liye (Vikram, Rahul aur Priya), aur Sara ne 83 EUR diye cab ke liye (Vikram, Rahul aur Priya). Sara khud share nahi kar rahi. Amit ka final balance kitna hai?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 6 calls

gotoracle
Priya-1687.66-4177.66
Rahul-1687.67-4177.67
Sara5063.0012533.00
Vikram-1687.67-4177.67
Trace (6 steps)
  1. add_expense{"ledger": {"balances_cents": {"Vikram": 0, "Rahul": 0, "Priya": 0, "Sara": 0, "Amit": 0}, "expense_count": 0}, "payer"… -> total 5063.0 INR, share [1687.67, 1687.67, 1687.66]
  2. convert_currency{"amount": 1687.67, "from_currency": "USD", "to_currency": "INR"}
  3. convert_currency{"amount": 140076.61, "from_currency": "INR", "to_currency": "USD"}
  4. convert_currency{"amount": 1687.67, "from_currency": "INR", "to_currency": "USD"}
  5. settle_up{"ledger": {"balances_cents": {"Vikram": -168767, "Rahul": -168767, "Priya": -168766, "Sara": 0, "Amit": 140076.61}, "e… -> 1 transfers
  6. finish{"answer": "Amit ka final balance 140076.61 INR hai."}
Final answer

Amit ka final balance 140076.61 INR hai.

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Priya-4177.66-4177.66
Rahul-4177.67-4177.67
Sara12533.0012533.00
Vikram-4177.67-4177.67
Trace (4 steps)
  1. add_expense{"payer": "Sara", "amount": 61, "currency": "USD", "participants": ["Vikram", "Rahul", "Priya"], "description": "museum… -> total 5063.0 INR, share [1687.67, 1687.67, 1687.66]
  2. add_expense{"payer": "Sara", "amount": 83, "currency": "EUR", "participants": ["Vikram", "Rahul", "Priya"], "description": "cab", … -> total 7470.0 INR, share [2490.0, 2490.0, 2490.0]
  3. get_balance{"person": "Amit", "ledger": {"balances_cents": {"Sara": 1253300, "Vikram": -417767, "Rahul": -417767, "Priya": -417766…
  4. finish{"answer": "Amit ka balance 0.00 INR hai."}
Final answer

Amit ka balance 0.00 INR hai.

Oracle

Balances: Priya -4177.66, Rahul -4177.67, Sara +12533.00, Vikram -4177.67

Answer: Amit ka balance 0.00 INR hai.

h9-039trap_combo

Amit ne 19 USD diye dessert ke liye (Rahul, Vikram, Sara aur Priya), aur Amit ne 37 EUR diye hotel ke liye (Rahul, Vikram, Sara aur Priya). Amit khud share nahi kar raha. Neha ka final balance kitna hai?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 8 calls

gotoracle
Amit1577.004907.00
Priya-394.25-1226.75
Rahul-394.25-1226.75
Sara-394.25-1226.75
Vikram-394.25-1226.75
Trace (8 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Vikram": 0, "Sara": 0, "Priya": 0, "Amit": 0}, "expense_count": 0}, "payer"… -> total 1577.0 INR, share [394.25, 394.25, 394.25, 394.25]
  2. convert_currency{"amount": 157700, "from_currency": "INR", "to_currency": "USD"}
  3. convert_currency{"amount": 1577, "from_currency": "INR", "to_currency": "USD"}
  4. convert_currency{"amount": 1577, "from_currency": "INR", "to_currency": "USD"}
  5. convert_currency{"amount": 1577, "from_currency": "INR", "to_currency": "USD"}
  6. convert_currency{"amount": 1577, "from_currency": "INR", "to_currency": "USD"}
  7. convert_currency{"amount": 1577, "from_currency": "INR", "to_currency": "USD"}
  8. convert_currency{"amount": 1577, "from_currency": "INR", "to_currency": "USD"}
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit4907.004907.00
Priya-1226.75-1226.75
Rahul-1226.75-1226.75
Sara-1226.75-1226.75
Vikram-1226.75-1226.75
Trace (4 steps)
  1. add_expense{"payer": "Amit", "amount": 19, "currency": "USD", "participants": ["Rahul", "Vikram", "Sara", "Priya"], "description":… -> total 1577.0 INR, share [394.25, 394.25, 394.25, 394.25]
  2. add_expense{"payer": "Amit", "amount": 37, "currency": "EUR", "participants": ["Rahul", "Vikram", "Sara", "Priya"], "description":… -> total 3330.0 INR, share [832.5, 832.5, 832.5, 832.5]
  3. get_balance{"person": "Neha", "ledger": {"balances_cents": {"Amit": 490700, "Rahul": -122675, "Vikram": -122675, "Sara": -122675, …
  4. finish{"answer": "Neha ka balance 0.00 INR hai."}
Final answer

Neha ka balance 0.00 INR hai.

Oracle

Balances: Amit +4907.00, Priya -1226.75, Rahul -1226.75, Sara -1226.75, Vikram -1226.75

Answer: Neha ka balance 0.00 INR hai.

h9-040trap_combo

Rahul ne 47.11 USD diye cake ke liye (Amit, Neha, Sara aur Vikram), aur Rahul ne 83 EUR diye party ke liye (Amit, Neha, Sara aur Vikram). Rahul khud share nahi kar raha. Priya ka final balance kitna hai?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 13 calls, 3 tool errors

gotoracle
Amit-11921.11-2845.04
Neha-11921.10-2845.03
Rahulmissing11380.13
Sara-11921.10-2845.03
Vikram-11921.09-2845.03
Trace (14 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0, "Priya": 0}, "expense_count": … -> total 3910130.0 INR, share [977532.5, 977532.5, 977532.5, 977532.5]
  2. convert_currency{"amount": 3910130, "from_currency": "INR", "to_currency": "USD"}
  3. convert_currency{"amount": 47110, "from_currency": "INR", "to_currency": "USD"}
  4. convert_currency{"amount": 567.59, "from_currency": "USD", "to_currency": "INR"}
  5. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0, "Priya": 0}, "expense_count": … -> total 567.59 INR, share [141.9, 141.9, 141.9, 141.89]
  6. finish{} -> error: "bad parameters: finish() missing 1 required positional argument: 'answer'"
  7. convert_currency{"amount": 47109.97, "from_currency": "INR", "to_currency": "USD"}
  8. convert_currency{"amount": 567.59, "from_currency": "INR", "to_currency": "USD"}
  9. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Amit": -14190, "Neha": -14190, "Sara": -14190, "Vikram": -14189, "Priya": 0… -> total 47109.97 INR, share [11777.5, 11777.49, 11777.49, 11777.49]
  10. finish{} -> error: "bad parameters: finish() missing 1 required positional argument: 'answer'"
  11. convert_currency{"amount": 6.84, "from_currency": "USD", "to_currency": "INR"}
  12. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Amit": -1191940, "Neha": -1191939, "Sara": -1191939, "Vikram": -1191938, "P… -> total 6.84 INR, share [1.71, 1.71, 1.71, 1.71]
  13. finish{} -> error: "bad parameters: finish() missing 1 required positional argument: 'answer'"
  14. unparsed turn
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit-2845.04-2845.04
Neha-2845.03-2845.03
Rahul11380.1311380.13
Sara-2845.03-2845.03
Vikram-2845.03-2845.03
Trace (4 steps)
  1. add_expense{"payer": "Rahul", "amount": 47.11, "currency": "USD", "participants": ["Amit", "Neha", "Sara", "Vikram"], "description… -> total 3910.13 INR, share [977.54, 977.53, 977.53, 977.53]
  2. add_expense{"payer": "Rahul", "amount": 83, "currency": "EUR", "participants": ["Amit", "Neha", "Sara", "Vikram"], "description": … -> total 7470.0 INR, share [1867.5, 1867.5, 1867.5, 1867.5]
  3. get_balance{"person": "Priya", "ledger": {"balances_cents": {"Rahul": 1138013, "Amit": -284504, "Neha": -284503, "Sara": -284503, …
  4. finish{"answer": "Priya ka balance 0.00 INR hai."}
Final answer

Priya ka balance 0.00 INR hai.

Oracle

Balances: Amit -2845.04, Neha -2845.03, Rahul +11380.13, Sara -2845.03, Vikram -2845.03

Answer: Priya ka balance 0.00 INR hai.

h9-041trap_combo

Amit ne 61 USD diye furniture ke liye (Sara, Neha, Priya aur Rahul), aur Amit ne 37 EUR diye decor ke liye (Sara, Neha, Priya aur Rahul). Amit khud share nahi kar raha. Vikram ka final balance kitna hai?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 13 calls

gotoracle
Amit20252.008393.00
Neha-5063.00-2098.25
Priya-5063.00-2098.25
Rahul-5063.00-2098.25
Sara-5063.00-2098.25
Trace (14 steps)
  1. add_expense{"ledger": {"balances_cents": {"Sara": 0, "Neha": 0, "Priya": 0, "Rahul": 0, "Vikram": 0}, "expense_count": 0}, "payer"… -> total 5063.0 INR, share [1265.75, 1265.75, 1265.75, 1265.75]
  2. convert_currency{"amount": 5063.0, "from_currency": "INR", "to_currency": "USD"}
  3. convert_currency{"amount": 126575, "from_currency": "EUR", "to_currency": "USD"}
  4. get_balance{"ledger": {"balances_cents": {"Sara": -126575, "Neha": -126575, "Priya": -126575, "Rahul": -126575, "Vikram": 0, "Amit…
  5. add_expense{"ledger": {"balances_cents": {"Sara": -126575, "Neha": -126575, "Priya": -126575, "Rahul": -126575, "Vikram": 0, "Amit… -> total 5063.0 INR, share [1265.75, 1265.75, 1265.75, 1265.75]
  6. convert_currency{"amount": 5063.0, "from_currency": "INR", "to_currency": "USD"}
  7. convert_currency{"amount": 126575, "from_currency": "EUR", "to_currency": "USD"}
  8. get_balance{"ledger": {"balances_cents": {"Sara": -253150, "Neha": -253150, "Priya": -253150, "Rahul": -253150, "Vikram": 0, "Amit…
  9. add_expense{"ledger": {"balances_cents": {"Sara": -253150, "Neha": -253150, "Priya": -253150, "Rahul": -253150, "Vikram": 0, "Amit… -> total 5063.0 INR, share [1265.75, 1265.75, 1265.75, 1265.75]
  10. convert_currency{"amount": 5063.0, "from_currency": "INR", "to_currency": "USD"}
  11. convert_currency{"amount": 126575, "from_currency": "EUR", "to_currency": "USD"}
  12. get_balance{"ledger": {"balances_cents": {"Sara": -379725, "Neha": -379725, "Priya": -379725, "Rahul": -379725, "Vikram": 0, "Amit…
  13. add_expense{"ledger": {"balances_cents": {"Sara": -379725, "Neha": -379725, "Priya": -379725, "Rahul": -379725, "Vikram": 0, "Amit… -> total 5063.0 INR, share [1265.75, 1265.75, 1265.75, 1265.75]
  14. unparsed turn
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit8393.008393.00
Neha-2098.25-2098.25
Priya-2098.25-2098.25
Rahul-2098.25-2098.25
Sara-2098.25-2098.25
Trace (4 steps)
  1. add_expense{"payer": "Amit", "amount": 61, "currency": "USD", "participants": ["Sara", "Neha", "Priya", "Rahul"], "description": "… -> total 5063.0 INR, share [1265.75, 1265.75, 1265.75, 1265.75]
  2. add_expense{"payer": "Amit", "amount": 37, "currency": "EUR", "participants": ["Sara", "Neha", "Priya", "Rahul"], "description": "… -> total 3330.0 INR, share [832.5, 832.5, 832.5, 832.5]
  3. get_balance{"person": "Vikram", "ledger": {"balances_cents": {"Amit": 839300, "Sara": -209825, "Neha": -209825, "Priya": -209825, …
  4. finish{"answer": "Vikram ka balance 0.00 INR hai."}
Final answer

Vikram ka balance 0.00 INR hai.

Oracle

Balances: Amit +8393.00, Neha -2098.25, Priya -2098.25, Rahul -2098.25, Sara -2098.25

Answer: Vikram ka balance 0.00 INR hai.

h9-042trap_combo

Vikram ne 47 USD diye brunch ke liye (Amit, Rahul aur Priya), aur Vikram ne 37 EUR diye barbecue ke liye (Amit, Rahul aur Priya). Vikram khud share nahi kar raha. Sara ka final balance kitna hai?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 8 calls, 8 tool errors

no ledger written

Trace (8 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Sara": 0, "Vikram": 47000, "total": 47000}, "expense… -> error: "unknown person in ledger: total"
  2. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Sara": 0, "Vikram": 0, "total": 0}, "expense_count":… -> error: "unknown person in ledger: total"
  3. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Sara": 0, "Vikram": 0, "total": 0}, "expense_count":… -> error: "unknown person in ledger: total"
  4. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Sara": 0, "Vikram": 0, "total": 0}, "expense_count":… -> error: "unknown person in ledger: total"
  5. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Sara": 0, "Vikram": 0, "total": 0}, "expense_count":… -> error: "unknown person in ledger: total"
  6. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Sara": 0, "Vikram": 0, "total": 0}, "expense_count":… -> error: "unknown person in ledger: total"
  7. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Sara": 0, "Vikram": 0, "total": 0}, "expense_count":… -> error: "unknown person in ledger: total"
  8. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Sara": 0, "Vikram": 0, "total": 0}, "expense_count":… -> error: "unknown person in ledger: total"
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit-2410.34-2410.34
Priya-2410.33-2410.33
Rahul-2410.33-2410.33
Vikram7231.007231.00
Trace (4 steps)
  1. add_expense{"payer": "Vikram", "amount": 47, "currency": "USD", "participants": ["Amit", "Rahul", "Priya"], "description": "brunch… -> total 3901.0 INR, share [1300.34, 1300.33, 1300.33]
  2. add_expense{"payer": "Vikram", "amount": 37, "currency": "EUR", "participants": ["Amit", "Rahul", "Priya"], "description": "barbec… -> total 3330.0 INR, share [1110.0, 1110.0, 1110.0]
  3. get_balance{"person": "Sara", "ledger": {"balances_cents": {"Vikram": 723100, "Amit": -241034, "Rahul": -241033, "Priya": -241033}…
  4. finish{"answer": "Sara ka balance 0.00 INR hai."}
Final answer

Sara ka balance 0.00 INR hai.

Oracle

Balances: Amit -2410.34, Priya -2410.33, Rahul -2410.33, Vikram +7231.00

Answer: Sara ka balance 0.00 INR hai.

h9-043trap_combo

Rahul ne 61 USD diye dessert ke liye (Neha, Vikram, Amit aur Sara), aur Rahul ne 19.07 EUR diye auto ke liye (Neha, Vikram, Amit aur Sara). Rahul khud share nahi kar raha. Priya ka final balance kitna hai?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 4 calls

gotoracle
Amit-1265750.00-1694.82
Neha-1265750.00-1694.83
Rahul5063000.006779.30
Sara-1265750.00-1694.82
Vikram-1265750.00-1694.83
Trace (4 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Neha": 0, "Vikram": 0, "Amit": 0, "Sara": 0, "Priya": 0}, "expense_count": … -> total 5063000.0 INR, share [1265750.0, 1265750.0, 1265750.0, 1265750.0]
  2. convert_currency{"amount": 19070, "from_currency": "EUR", "to_currency": "INR"}
  3. get_balance{"ledger": {"balances_cents": {"Rahul": 0, "Neha": 0, "Vikram": 0, "Amit": 0, "Sara": 0, "Priya": 5063000}, "expense_co…
  4. finish{"answer": "Priya ka final balance 5063 INR hai."}
Final answer

Priya ka final balance 5063 INR hai.

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit-1694.82-1694.82
Neha-1694.83-1694.83
Rahul6779.306779.30
Sara-1694.82-1694.82
Vikram-1694.83-1694.83
Trace (4 steps)
  1. add_expense{"payer": "Rahul", "amount": 61, "currency": "USD", "participants": ["Neha", "Vikram", "Amit", "Sara"], "description": … -> total 5063.0 INR, share [1265.75, 1265.75, 1265.75, 1265.75]
  2. add_expense{"payer": "Rahul", "amount": 19.07, "currency": "EUR", "participants": ["Neha", "Vikram", "Amit", "Sara"], "description… -> total 1716.3 INR, share [429.08, 429.08, 429.07, 429.07]
  3. get_balance{"person": "Priya", "ledger": {"balances_cents": {"Rahul": 677930, "Neha": -169483, "Vikram": -169483, "Amit": -169482,…
  4. finish{"answer": "Priya ka balance 0.00 INR hai."}
Final answer

Priya ka balance 0.00 INR hai.

Oracle

Balances: Amit -1694.82, Neha -1694.83, Rahul +6779.30, Sara -1694.82, Vikram -1694.83

Answer: Priya ka balance 0.00 INR hai.

h9-044trap_combo

Priya ne 47 USD diye brunch ke liye (Rahul, Vikram aur Amit), aur Priya ne 83 EUR diye pizza ke liye (Rahul, Vikram aur Amit). Priya khud share nahi kar rahi. Sara ka final balance kitna hai?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 5 calls

gotoracle
Amit-866.66-3790.33
Priya2600.0011371.00
Rahul-866.67-3790.34
Vikram-866.67-3790.33
Trace (5 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Vikram": 0, "Amit": 0, "Sara": 0}, "expense_count": 0}, "payer"… -> total 2600.0 INR, share [866.67, 866.67, 866.66]
  2. convert_currency{"amount": 2600, "from_currency": "INR", "to_currency": "USD"}
  3. convert_currency{"amount": 260000, "from_currency": "INR", "to_currency": "USD"}
  4. get_balance{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Vikram": 0, "Amit": -86666, "Sara": 31333}, "expense_count": 1}…
  5. finish{"answer": "Sara ka final balance 31.33 USD hai."}
Final answer

Sara ka final balance 31.33 USD hai.

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit-3790.33-3790.33
Priya11371.0011371.00
Rahul-3790.34-3790.34
Vikram-3790.33-3790.33
Trace (4 steps)
  1. add_expense{"payer": "Priya", "amount": 47, "currency": "USD", "participants": ["Rahul", "Vikram", "Amit"], "description": "brunch… -> total 3901.0 INR, share [1300.34, 1300.33, 1300.33]
  2. add_expense{"payer": "Priya", "amount": 83, "currency": "EUR", "participants": ["Rahul", "Vikram", "Amit"], "description": "pizza"… -> total 7470.0 INR, share [2490.0, 2490.0, 2490.0]
  3. get_balance{"person": "Sara", "ledger": {"balances_cents": {"Priya": 1137100, "Rahul": -379034, "Vikram": -379033, "Amit": -379033…
  4. finish{"answer": "Sara ka balance 0.00 INR hai."}
Final answer

Sara ka balance 0.00 INR hai.

Oracle

Balances: Amit -3790.33, Priya +11371.00, Rahul -3790.34, Vikram -3790.33

Answer: Sara ka balance 0.00 INR hai.

h9-045trap_combo

Neha ne 47.11 USD diye snacks ke liye (Priya, Sara aur Rahul), aur Neha ne 19.07 EUR diye tickets ke liye (Priya, Sara aur Rahul). Neha khud share nahi kar rahi. Vikram ka final balance kitna hai?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 8 calls, 8 tool errors

no ledger written

Trace (8 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Sara": 0, "Vikram": 0, "Neha": 47110, "snacks": 47110, "tickets… -> error: "unknown person in ledger: snacks"
  2. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Sara": 0, "Vikram": 0, "Neha": 0, "snacks": 0, "tickets": 0}, "… -> error: "unknown person in ledger: snacks"
  3. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Sara": 0, "Vikram": 0, "Neha": 0, "snacks": 0, "tickets": 0}, "… -> error: "unknown person in ledger: snacks"
  4. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Sara": 0, "Vikram": 0, "Neha": 0, "snacks": 0, "tickets": 0}, "… -> error: "unknown person in ledger: snacks"
  5. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Sara": 0, "Vikram": 0, "Neha": 0, "snacks": 0, "tickets": 0}, "… -> error: "unknown person in ledger: snacks"
  6. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Sara": 0, "Vikram": 0, "Neha": 0, "snacks": 0, "tickets": 0}, "… -> error: "unknown person in ledger: snacks"
  7. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Sara": 0, "Vikram": 0, "Neha": 0, "snacks": 0, "tickets": 0}, "… -> error: "unknown person in ledger: snacks"
  8. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Sara": 0, "Vikram": 0, "Neha": 0, "snacks": 0, "tickets": 0}, "… -> error: "unknown person in ledger: snacks"
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Neha5626.435626.43
Priya-1875.48-1875.48
Rahul-1875.47-1875.47
Sara-1875.48-1875.48
Trace (4 steps)
  1. add_expense{"payer": "Neha", "amount": 47.11, "currency": "USD", "participants": ["Priya", "Sara", "Rahul"], "description": "snack… -> total 3910.13 INR, share [1303.38, 1303.38, 1303.37]
  2. add_expense{"payer": "Neha", "amount": 19.07, "currency": "EUR", "participants": ["Priya", "Sara", "Rahul"], "description": "ticke… -> total 1716.3 INR, share [572.1, 572.1, 572.1]
  3. get_balance{"person": "Vikram", "ledger": {"balances_cents": {"Neha": 562643, "Priya": -187548, "Sara": -187548, "Rahul": -187547}…
  4. finish{"answer": "Vikram ka balance 0.00 INR hai."}
Final answer

Vikram ka balance 0.00 INR hai.

Oracle

Balances: Neha +5626.43, Priya -1875.48, Rahul -1875.47, Sara -1875.48

Answer: Vikram ka balance 0.00 INR hai.

h9-046paraphrase

Rahul ne 61.23 EUR diye furniture ke liye (Neha aur Rahul). Neha ka balance kitna hai?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 5 calls

gotoracle
Neha-2755350.00-2755.35
Rahul2755350.002755.35
Trace (5 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Neha": 0}, "expense_count": 0}, "payer": "Rahul", "amount": 61230, "currenc… -> total 5510700.0 INR, share [2755350.0, 2755350.0]
  2. convert_currency{"amount": 5510700.0, "from_currency": "EUR", "to_currency": "INR"}
  3. get_balance{"ledger": {"balances_cents": {"Rahul": 495963000, "Neha": -495963000}, "expense_count": 1}, "person": "Neha"}
  4. settle_up{"ledger": {"balances_cents": {"Rahul": 275535000, "Neha": -4959630}, "expense_count": 1}} -> 1 transfers
  5. finish{"answer": "Neha ko 49596.3 INR milenge."}
Final answer

Neha ko 49596.3 INR milenge.

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Neha-2755.35-2755.35
Rahul2755.352755.35
Trace (3 steps)
  1. add_expense{"payer": "Rahul", "amount": 61.23, "currency": "EUR", "participants": ["Neha", "Rahul"], "description": "furniture", "… -> total 5510.7 INR, share [2755.35, 2755.35]
  2. get_balance{"person": "Neha", "ledger": {"balances_cents": {"Rahul": 275535, "Neha": -275535}, "expense_count": 1}}
  3. finish{"answer": "Neha ka balance -2755.35 INR hai."}
Final answer

Neha ka balance -2755.35 INR hai.

Oracle

Balances: Neha -2755.35, Rahul +2755.35

Answer: Neha ka balance -2755.35 INR hai.

h9-047paraphrase

Sara aur Amit में से Sara ko batao — Sara ne 19.07 EUR diye electricity के लिए, final balance kya hai?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 8 calls, 8 tool errors

no ledger written

Trace (8 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Sara": 0, "Vikram": 0, "Total": 0}, "expense_count":… -> error: "unknown person in ledger: Total"
  2. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Sara": 0, "Vikram": 0, "Total": 0}, "expense_count":… -> error: "unknown person in ledger: Total"
  3. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Sara": 0, "Vikram": 0, "Total": 0}, "expense_count":… -> error: "unknown person in ledger: Total"
  4. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Sara": 0, "Vikram": 0, "Total": 0}, "expense_count":… -> error: "unknown person in ledger: Total"
  5. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Sara": 0, "Vikram": 0, "Total": 0}, "expense_count":… -> error: "unknown person in ledger: Total"
  6. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Sara": 0, "Vikram": 0, "Total": 0}, "expense_count":… -> error: "unknown person in ledger: Total"
  7. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Sara": 0, "Vikram": 0, "Total": 0}, "expense_count":… -> error: "unknown person in ledger: Total"
  8. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Sara": 0, "Vikram": 0, "Total": 0}, "expense_count":… -> error: "unknown person in ledger: Total"
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit-858.15-858.15
Sara858.15858.15
Trace (3 steps)
  1. add_expense{"payer": "Sara", "amount": 19.07, "currency": "EUR", "participants": ["Sara", "Amit"], "description": "electricity", "… -> total 1716.3 INR, share [858.15, 858.15]
  2. get_balance{"person": "Sara", "ledger": {"balances_cents": {"Sara": 85815, "Amit": -85815}, "expense_count": 1}}
  3. finish{"answer": "Sara ka balance 858.15 INR hai."}
Final answer

Sara ka balance 858.15 INR hai.

Oracle

Balances: Amit -858.15, Sara +858.15

Answer: Sara ka balance 858.15 INR hai.

h9-048paraphrase

Vikram ne 1234.56 INR diye hotel ke liye (Rahul aur Vikram). Vikram ka balance kitna hai?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 8 calls

gotoracle
Rahul54474.38-617.28
Vikram-55091.66617.28
Trace (8 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Vikram": 1234.56}, "expense_count": 1}, "payer": "Vikram", "amount": 1234.5… -> total 1234.56 INR, share [617.28, 617.28]
  2. convert_currency{"amount": 62962, "from_currency": "INR", "to_currency": "USD"}
  3. add_expense{"ledger": {"balances_cents": {"Rahul": -61728, "Vikram": 0}, "expense_count": 2}, "payer": "Rahul", "amount": 758.58, … -> total 62962.14 INR, share [31481.07, 31481.07]
  4. convert_currency{"amount": 31481.07, "from_currency": "INR", "to_currency": "USD"}
  5. add_expense{"ledger": {"balances_cents": {"Rahul": 3086379, "Vikram": -3148107}, "expense_count": 3}, "payer": "Rahul", "amount": … -> total 31481.07 INR, share [15740.54, 15740.53]
  6. convert_currency{"amount": 15740.53, "from_currency": "INR", "to_currency": "USD"}
  7. add_expense{"ledger": {"balances_cents": {"Rahul": 4660432, "Vikram": -4722160}, "expense_count": 4}, "payer": "Rahul", "amount": … -> total 15740.12 INR, share [7870.06, 7870.06]
  8. convert_currency{"amount": 7870.06, "from_currency": "INR", "to_currency": "USD"}
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Rahul-617.28-617.28
Vikram617.28617.28
Trace (3 steps)
  1. add_expense{"payer": "Vikram", "amount": 1234.56, "currency": "INR", "participants": ["Rahul", "Vikram"], "description": "hotel", … -> total 1234.56 INR, share [617.28, 617.28]
  2. get_balance{"person": "Vikram", "ledger": {"balances_cents": {"Vikram": 61728, "Rahul": -61728}, "expense_count": 1}}
  3. finish{"answer": "Vikram ka balance 617.28 INR hai."}
Final answer

Vikram ka balance 617.28 INR hai.

Oracle

Balances: Rahul -617.28, Vikram +617.28

Answer: Vikram ka balance 617.28 INR hai.

h9-049paraphrase

Neha aur Rahul में से Rahul ko batao — Neha ne 47.11 USD diye rent के लिए, final balance kya hai?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 4 calls

gotoracle
Neha-23500.001955.06
Rahul23500.00-1955.06
Trace (4 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Neha": 0}, "expense_count": 0}, "payer": "Rahul", "amount": 47000, "currenc… -> total 47000.0 INR, share [23500.0, 23500.0]
  2. convert_currency{"amount": 2350000, "from_currency": "INR", "to_currency": "USD"}
  3. get_balance{"ledger": {"balances_cents": {"Rahul": 2350000, "Neha": -2350000}, "expense_count": 1}, "person": "Neha"}
  4. finish{"answer": "Neha ka final balance: $2,350"}
Final answer

Neha ka final balance: $2,350

Shipped adapter (sft4)

MISMATCH — ledger wrong, answer wrong, 3 calls

gotoracle
Neha3910.131955.06
Rahul-3910.13-1955.06
Trace (3 steps)
  1. add_expense{"payer": "Neha", "amount": 47.11, "currency": "USD", "participants": ["Rahul"], "description": "rent", "ledger": {"bal… -> total 3910.13 INR, share [3910.13]
  2. get_balance{"person": "Rahul", "ledger": {"balances_cents": {"Neha": 391013, "Rahul": -391013}, "expense_count": 1}}
  3. finish{"answer": "Rahul ka balance -3910.13 INR hai."}
Final answer

Rahul ka balance -3910.13 INR hai.

Oracle

Balances: Neha +1955.06, Rahul -1955.06

Answer: Rahul ka balance -1955.06 INR hai.

h9-050paraphrase

Sara, Rahul aur Neha में से Sara ko batao — Sara ne 83.07 USD diye parking के लिए, final balance kya hai?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 5 calls

gotoracle
Neha-2296.33-2298.27
Rahul-2296.33-2298.27
Sara4592.664596.54
Trace (5 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": … -> total 6889.0 INR, share [2296.34, 2296.33, 2296.33]
  2. convert_currency{"amount": 459266, "from_currency": "INR", "to_currency": "USD"}
  3. settle_up{"ledger": {"balances_cents": {"Sara": 0, "Rahul": 0, "Neha": 0, "Amit": 0, "Vikram": 0}, "expense_count": 1}}
  4. convert_currency{"amount": 5533.33, "from_currency": "USD", "to_currency": "INR"}
  5. finish{"answer": "Sara ka final balance: ₹5533.33"}
Final answer

Sara ka final balance: ₹5533.33

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Neha-2298.27-2298.27
Rahul-2298.27-2298.27
Sara4596.544596.54
Trace (3 steps)
  1. add_expense{"payer": "Sara", "amount": 83.07, "currency": "USD", "participants": ["Sara", "Rahul", "Neha"], "description": "parkin… -> total 6894.81 INR, share [2298.27, 2298.27, 2298.27]
  2. get_balance{"person": "Sara", "ledger": {"balances_cents": {"Sara": 459654, "Rahul": -229827, "Neha": -229827}, "expense_count": 1…
  3. finish{"answer": "Sara ka balance 4596.54 INR hai."}
Final answer

Sara ka balance 4596.54 INR hai.

Oracle

Balances: Neha -2298.27, Rahul -2298.27, Sara +4596.54

Answer: Sara ka balance 4596.54 INR hai.

h9-051paraphrase

Amit ne 83.07 USD diye coffee ke liye (Amit, Vikram, Neha aur Priya). Vikram ka balance kitna hai?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 13 calls, 3 tool errors

gotoracle
Amit2068443.005171.10
Neha-689481.00-1723.70
Priya-689481.00-1723.70
Vikram-172370.25-1723.70
Trace (14 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Vikram": 0, "Neha": 0}, "expense_count": 1}, "payer"… -> total 689481.0 INR, share [172370.25, 172370.25, 172370.25, 172370.25]
  2. convert_currency{"amount": 689481, "from_currency": "INR", "to_currency": "USD"}
  3. get_balance{"ledger": {"balances_cents": {"Rahul": 0, "Priya": -17237025, "Amit": 51711075, "Vikram": 0, "Neha": -17237025}, "expe…
  4. convert_currency{"amount": 0, "from_currency": "USD", "to_currency": "INR"} -> error: "amount must be positive"
  5. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": -17237025, "Amit": 51711075, "Vikram": 0, "Neha": -17237025}, "expe… -> total 689481.0 INR, share [172370.25, 172370.25, 172370.25, 172370.25]
  6. convert_currency{"amount": 689481, "from_currency": "INR", "to_currency": "USD"}
  7. get_balance{"ledger": {"balances_cents": {"Rahul": 0, "Priya": -34474050, "Amit": 103422150, "Vikram": 0, "Neha": -34474050}, "exp…
  8. convert_currency{"amount": 0, "from_currency": "USD", "to_currency": "INR"} -> error: "amount must be positive"
  9. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": -34474050, "Amit": 103422150, "Vikram": 0, "Neha": -34474050}, "exp… -> total 689481.0 INR, share [172370.25, 172370.25, 172370.25, 172370.25]
  10. convert_currency{"amount": 689481, "from_currency": "INR", "to_currency": "USD"}
  11. get_balance{"ledger": {"balances_cents": {"Rahul": 0, "Priya": -51711075, "Amit": 155133225, "Vikram": 0, "Neha": -51711075}, "exp…
  12. convert_currency{"amount": 0, "from_currency": "USD", "to_currency": "INR"} -> error: "amount must be positive"
  13. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": -51711075, "Amit": 155133225, "Vikram": 0, "Neha": -51711075}, "exp… -> total 689481.0 INR, share [172370.25, 172370.25, 172370.25, 172370.25]
  14. unparsed turn
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit5171.105171.10
Neha-1723.70-1723.70
Priya-1723.70-1723.70
Vikram-1723.70-1723.70
Trace (3 steps)
  1. add_expense{"payer": "Amit", "amount": 83.07, "currency": "USD", "participants": ["Amit", "Vikram", "Neha", "Priya"], "description… -> total 6894.81 INR, share [1723.71, 1723.7, 1723.7, 1723.7]
  2. get_balance{"person": "Vikram", "ledger": {"balances_cents": {"Amit": 517110, "Vikram": -172370, "Neha": -172370, "Priya": -172370…
  3. finish{"answer": "Vikram ka balance -1723.70 INR hai."}
Final answer

Vikram ka balance -1723.70 INR hai.

Oracle

Balances: Amit +5171.10, Neha -1723.70, Priya -1723.70, Vikram -1723.70

Answer: Vikram ka balance -1723.70 INR hai.

h9-052paraphrase

cake के लिए Priya ने 61.23 EUR दिए (Priya, Sara aur Vikram). Vikram का balance कितना है?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 8 calls

gotoracle
Priya275535.003673.80
Sara-55125.36-1836.90
Vikram-55107.00-1836.90
Trace (8 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": … -> total 5510700.0 INR, share [1836900.0, 1836900.0, 1836900.0]
  2. convert_currency{"amount": 183690, "from_currency": "EUR", "to_currency": "INR"}
  3. get_balance{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 16532100, "Amit": 0, "Neha": 0, "Sara": -183690000, "Vikram": -1836…
  4. settle_up{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 16532100, "Amit": 0, "Neha": 0, "Sara": -183690000, "Vikram": 0}, "… -> 1 transfers
  5. convert_currency{"amount": 165321, "from_currency": "INR", "to_currency": "EUR"}
  6. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 16532100, "Amit": 0, "Neha": 0, "Sara": -1836.9, "Vikram": 0}, "exp… -> total 165321.0 INR, share [55107.0, 55107.0, 55107.0]
  7. convert_currency{"amount": 5510700, "from_currency": "INR", "to_currency": "EUR"}
  8. settle_up{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 27553500, "Amit": 0, "Neha": 0, "Sara": -5512536, "Vikram": 61230},… -> 1 transfers
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Priya3673.803673.80
Sara-1836.90-1836.90
Vikram-1836.90-1836.90
Trace (3 steps)
  1. add_expense{"payer": "Priya", "amount": 61.23, "currency": "EUR", "participants": ["Priya", "Sara", "Vikram"], "description": "cak… -> total 5510.7 INR, share [1836.9, 1836.9, 1836.9]
  2. get_balance{"person": "Vikram", "ledger": {"balances_cents": {"Priya": 367380, "Sara": -183690, "Vikram": -183690}, "expense_count…
  3. finish{"answer": "Vikram ka balance -1836.90 INR hai."}
Final answer

Vikram ka balance -1836.90 INR hai.

Oracle

Balances: Priya +3673.80, Sara -1836.90, Vikram -1836.90

Answer: Vikram ka balance -1836.90 INR hai.

h9-053paraphrase

Balance kitna hai Priya ka? Sara ne 83.07 USD diye the food ke liye, Sara, Priya aur Neha ke saath.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 22 calls, 6 tool errors

gotoracle
Neha-2296.33-2298.27
Priya-2296.33-2298.27
Sara4592.664596.54
Trace (22 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": … -> total 6889.0 INR, share [2296.34, 2296.33, 2296.33]
  2. convert_currency{"amount": 2296.34, "from_currency": "USD", "to_currency": "INR"}
  3. convert_currency{"amount": 2296.33, "from_currency": "USD", "to_currency": "INR"}
  4. convert_currency{"amount": 2296.33, "from_currency": "USD", "to_currency": "INR"}
  5. convert_currency{"amount": 190596.22, "from_currency": "INR", "to_currency": "USD"}
  6. convert_currency{"amount": 190595.39, "from_currency": "INR", "to_currency": "USD"}
  7. convert_currency{"amount": 190595.39, "from_currency": "INR", "to_currency": "USD"}
  8. convert_currency{"amount": 2296.34, "from_currency": "INR", "to_currency": "USD"}
  9. convert_currency{"amount": 2296.33, "from_currency": "INR", "to_currency": "USD"}
  10. convert_currency{"amount": 2296.33, "from_currency": "INR", "to_currency": "USD"}
  11. convert_currency{"amount": 27.67, "from_currency": "INR", "to_currency": "USD"}
  12. convert_currency{"amount": 27.67, "from_currency": "INR", "to_currency": "USD"}
  13. convert_currency{"amount": 27.67, "from_currency": "INR", "to_currency": "USD"}
  14. convert_currency{"amount": 0.33, "from_currency": "INR", "to_currency": "USD"}
  15. convert_currency{"amount": 0.33, "from_currency": "INR", "to_currency": "USD"}
  16. convert_currency{"amount": 0.33, "from_currency": "INR", "to_currency": "USD"}
  17. convert_currency{"amount": 0.0, "from_currency": "INR", "to_currency": "USD"} -> error: "amount must be positive"
  18. convert_currency{"amount": 0.0, "from_currency": "INR", "to_currency": "USD"} -> error: "amount must be positive"
  19. convert_currency{"amount": 0.0, "from_currency": "INR", "to_currency": "USD"} -> error: "amount must be positive"
  20. convert_currency{"amount": 0.0, "from_currency": "INR", "to_currency": "USD"} -> error: "amount must be positive"
  21. convert_currency{"amount": 0.0, "from_currency": "INR", "to_currency": "USD"} -> error: "amount must be positive"
  22. convert_currency{"amount": 0.0, "from_currency": "INR", "to_currency": "USD"} -> error: "amount must be positive"
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Neha-2298.27-2298.27
Priya-2298.27-2298.27
Sara4596.544596.54
Trace (3 steps)
  1. add_expense{"payer": "Sara", "amount": 83.07, "currency": "USD", "participants": ["Sara", "Priya", "Neha"], "description": "food",… -> total 6894.81 INR, share [2298.27, 2298.27, 2298.27]
  2. get_balance{"person": "Priya", "ledger": {"balances_cents": {"Sara": 459654, "Priya": -229827, "Neha": -229827}, "expense_count": …
  3. finish{"answer": "Priya ka balance -2298.27 INR hai."}
Final answer

Priya ka balance -2298.27 INR hai.

Oracle

Balances: Neha -2298.27, Priya -2298.27, Sara +4596.54

Answer: Priya ka balance -2298.27 INR hai.

h9-054paraphrase

dessert के लिए Priya ने 83.07 USD दिए (Sara aur Priya). Sara का balance कितना है?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 5 calls, 1 tool error

gotoracle
Priya7724.813447.41
Sara-6894.81-3447.41
Trace (5 steps)
  1. get_balance{"ledger": {"balances_cents": {"Priya": 83000, "Sara": 0}, "expense_count": 0}, "person": "Sara"}
  2. convert_currency{"amount": 0.0, "from_currency": "INR", "to_currency": "USD"} -> error: "amount must be positive"
  3. add_expense{"ledger": {"balances_cents": {"Priya": 83000, "Sara": 0}, "expense_count": 0}, "payer": "Priya", "amount": 83.07, "cur… -> total 6894.81 INR, share [6894.81]
  4. convert_currency{"amount": 6894.81, "from_currency": "INR", "to_currency": "USD"}
  5. finish{"answer": "Sara का balance 83.07 USD है।"}
Final answer

Sara का balance 83.07 USD है।

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Priya3447.413447.41
Sara-3447.41-3447.41
Trace (3 steps)
  1. add_expense{"payer": "Priya", "amount": 83.07, "currency": "USD", "participants": ["Sara", "Priya"], "description": "dessert", "le… -> total 6894.81 INR, share [3447.41, 3447.4]
  2. get_balance{"person": "Sara", "ledger": {"balances_cents": {"Priya": 344741, "Sara": -344741}, "expense_count": 1}}
  3. finish{"answer": "Sara ka balance -3447.41 INR hai."}
Final answer

Sara ka balance -3447.41 INR hai.

Oracle

Balances: Priya +3447.41, Sara -3447.41

Answer: Sara ka balance -3447.41 INR hai.

h9-055paraphrase

Vikram ne 47 USD diye dinner ke liye (Vikram aur Priya). Vikram ka balance kitna hai?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 8 calls, 7 tool errors

gotoracle
Priya-1950500.00-1950.50
Vikram1950970.001950.50
Trace (8 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Vikram": 47000, "Amit": 0, "Neha": 0, "Sara": 0}, "expense_coun… -> total 3901000.0 INR, share [1950500.0, 1950500.0]
  2. convert_currency{"amount": 195097000, "from_currency": "USD", "to_currency": "INR"} -> error: "amount is unreasonably large"
  3. convert_currency{"amount": 195097000, "from_currency": "USD", "to_currency": "INR"} -> error: "amount is unreasonably large"
  4. convert_currency{"amount": 195097000, "from_currency": "USD", "to_currency": "INR"} -> error: "amount is unreasonably large"
  5. convert_currency{"amount": 195097000, "from_currency": "USD", "to_currency": "INR"} -> error: "amount is unreasonably large"
  6. convert_currency{"amount": 195097000, "from_currency": "USD", "to_currency": "INR"} -> error: "amount is unreasonably large"
  7. convert_currency{"amount": 195097000, "from_currency": "USD", "to_currency": "INR"} -> error: "amount is unreasonably large"
  8. convert_currency{"amount": 195097000, "from_currency": "USD", "to_currency": "INR"} -> error: "amount is unreasonably large"
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Priya-1950.50-1950.50
Vikram1950.501950.50
Trace (3 steps)
  1. add_expense{"payer": "Vikram", "amount": 47, "currency": "USD", "participants": ["Vikram", "Priya"], "description": "dinner", "led… -> total 3901.0 INR, share [1950.5, 1950.5]
  2. get_balance{"person": "Vikram", "ledger": {"balances_cents": {"Vikram": 195050, "Priya": -195050}, "expense_count": 1}}
  3. finish{"answer": "Vikram ka balance 1950.50 INR hai."}
Final answer

Vikram ka balance 1950.50 INR hai.

Oracle

Balances: Priya -1950.50, Vikram +1950.50

Answer: Vikram ka balance 1950.50 INR hai.

h9-056paraphrase

Vikram ne 47 USD diye train ke liye (Neha, Sara, Vikram aur Priya). Sara ka balance kitna hai?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 7 calls

gotoracle
Neha-1048405.58-975.25
Priya-1048405.57-975.25
Sara-82908.08-975.25
Vikram3145686.732925.75
Trace (7 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 47000}, "expense_coun… -> total 3901000.0 INR, share [975250.0, 975250.0, 975250.0, 975250.0]
  2. convert_currency{"amount": 292622, "from_currency": "USD", "to_currency": "INR"}
  3. get_balance{"ledger": {"balances_cents": {"Rahul": 0, "Priya": -97525000, "Amit": 0, "Neha": -97525000, "Sara": -97525000, "Vikram…
  4. convert_currency{"amount": 292622, "from_currency": "INR", "to_currency": "USD"}
  5. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": -97525000, "Amit": 0, "Neha": -97525000, "Sara": -975250.0, "Vikram… -> total 292622.31 INR, share [73155.58, 73155.58, 73155.58, 73155.57]
  6. convert_currency{"amount": 3525.57, "from_currency": "USD", "to_currency": "INR"}
  7. finish{"answer": "Sara ka balance INR mein 3525.57 USD hai."}
Final answer

Sara ka balance INR mein 3525.57 USD hai.

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Neha-975.25-975.25
Priya-975.25-975.25
Sara-975.25-975.25
Vikram2925.752925.75
Trace (3 steps)
  1. add_expense{"payer": "Vikram", "amount": 47, "currency": "USD", "participants": ["Neha", "Sara", "Vikram", "Priya"], "description"… -> total 3901.0 INR, share [975.25, 975.25, 975.25, 975.25]
  2. get_balance{"person": "Sara", "ledger": {"balances_cents": {"Vikram": 292575, "Neha": -97525, "Sara": -97525, "Priya": -97525}, "e…
  3. finish{"answer": "Sara ka balance -975.25 INR hai."}
Final answer

Sara ka balance -975.25 INR hai.

Oracle

Balances: Neha -975.25, Priya -975.25, Sara -975.25, Vikram +2925.75

Answer: Sara ka balance -975.25 INR hai.

h9-057paraphrase

bus के लिए Priya ने 61.23 EUR दिए (Rahul, Priya, Sara aur Neha). Rahul का balance कितना है?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 4 calls

gotoracle
Neha-1377675.00-1377.67
Priya4133025.004133.02
Rahul-1377675.00-1377.68
Sara-1377675.00-1377.67
Trace (4 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Sara": 0, "Neha": 0, "Vikram": 0}, "expense_count": 0}, "payer"… -> total 5510700.0 INR, share [1377675.0, 1377675.0, 1377675.0, 1377675.0]
  2. convert_currency{"amount": 5510700.0, "from_currency": "EUR", "to_currency": "INR"}
  3. get_balance{"ledger": {"balances_cents": {"Rahul": 495963000, "Priya": 0, "Sara": 0, "Neha": 0, "Vikram": 0}, "expense_count": 1},…
  4. finish{"answer": "Rahul का balance 4959630 INR है।"}
Final answer

Rahul का balance 4959630 INR है।

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Neha-1377.67-1377.67
Priya4133.024133.02
Rahul-1377.68-1377.68
Sara-1377.67-1377.67
Trace (3 steps)
  1. add_expense{"payer": "Priya", "amount": 61.23, "currency": "EUR", "participants": ["Rahul", "Priya", "Sara", "Neha"], "description… -> total 5510.7 INR, share [1377.68, 1377.68, 1377.67, 1377.67]
  2. get_balance{"person": "Rahul", "ledger": {"balances_cents": {"Priya": 413302, "Rahul": -137768, "Sara": -137767, "Neha": -137767},…
  3. finish{"answer": "Rahul ka balance -1377.68 INR hai."}
Final answer

Rahul ka balance -1377.68 INR hai.

Oracle

Balances: Neha -1377.67, Priya +4133.02, Rahul -1377.68, Sara -1377.67

Answer: Rahul ka balance -1377.68 INR hai.

h9-058paraphrase

thali के लिए Vikram ने 61.23 EUR दिए (Priya, Rahul, Vikram aur Sara). Sara का balance कितना है?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 8 calls, 6 tool errors

gotoracle
Priya-1377675.00-1377.68
Rahul-1377675.00-1377.68
Sara-1377675.00-1377.67
Vikram4133025.004133.03
Trace (8 steps)
  1. get_balance{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Vikram": 0, "Sara": 0}, "expense_count": 0}, "person": "Sara"}
  2. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Vikram": 0, "Sara": 0}, "expense_count": 0}, "payer": "Vikram",… -> total 5510700.0 INR, share [1377675.0, 1377675.0, 1377675.0, 1377675.0]
  3. convert_currency{"amount": 413302500, "from_currency": "EUR", "to_currency": "INR"} -> error: "amount is unreasonably large"
  4. convert_currency{"amount": 0, "from_currency": "INR", "to_currency": "EUR"} -> error: "amount must be positive"
  5. convert_currency{"amount": 0, "from_currency": "INR", "to_currency": "EUR"} -> error: "amount must be positive"
  6. convert_currency{"amount": 0, "from_currency": "INR", "to_currency": "EUR"} -> error: "amount must be positive"
  7. convert_currency{"amount": 0, "from_currency": "INR", "to_currency": "EUR"} -> error: "amount must be positive"
  8. convert_currency{"amount": 0, "from_currency": "INR", "to_currency": "EUR"} -> error: "amount must be positive"
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Priya-1377.68-1377.68
Rahul-1377.68-1377.68
Sara-1377.67-1377.67
Vikram4133.034133.03
Trace (3 steps)
  1. add_expense{"payer": "Vikram", "amount": 61.23, "currency": "EUR", "participants": ["Priya", "Rahul", "Vikram", "Sara"], "descript… -> total 5510.7 INR, share [1377.68, 1377.68, 1377.67, 1377.67]
  2. get_balance{"person": "Sara", "ledger": {"balances_cents": {"Vikram": 413303, "Priya": -137768, "Rahul": -137768, "Sara": -137767}…
  3. finish{"answer": "Sara ka balance -1377.67 INR hai."}
Final answer

Sara ka balance -1377.67 INR hai.

Oracle

Balances: Priya -1377.68, Rahul -1377.68, Sara -1377.67, Vikram +4133.03

Answer: Sara ka balance -1377.67 INR hai.

h9-059paraphrase

Balance kitna hai Amit ka? Priya ne 1234.56 INR diye the coffee ke liye, Amit, Rahul aur Priya ke saath.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 8 calls, 3 tool errors

gotoracle
Amit5208317.55-411.52
Priya-1759550.23823.04
Rahul-1759562.57-411.52
Trace (8 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 1234.56, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_co… -> total 1234.56 INR, share [308.64, 308.64, 308.64, 308.64]
  2. convert_currency{"amount": 92592, "from_currency": "INR", "to_currency": "USD"}
  3. add_expense{"ledger": {"balances_cents": {"Rahul": -30864, "Priya": -29630, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expens… -> total 92592.31 INR, share [23148.08, 23148.08, 23148.08, 23148.07]
  4. convert_currency{"amount": 6944423, "from_currency": "INR", "to_currency": "EUR"}
  5. add_expense{"ledger": {"balances_cents": {"Rahul": -2345672, "Priya": -2344438, "Amit": 0, "Neha": -2314807, "Sara": 0, "Vikram": … -> total 6944423.4 INR, share [1736105.85, 1736105.85, 1736105.85, 1736105.85]
  6. convert_currency{"amount": 520831755, "from_currency": "INR", "to_currency": "USD"} -> error: "amount is unreasonably large"
  7. add_expense{"ledger": {"balances_cents": {"Rahul": -175956257, "Priya": -175955023, "Amit": 0, "Neha": -175925392, "Sara": 0, "Vik… -> error: "amount must be positive"
  8. add_expense{"ledger": {"balances_cents": {"Rahul": -175956257, "Priya": -175955023, "Amit": 0, "Neha": -175925392, "Sara": 0, "Vik… -> error: "amount must be positive"
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Amit-411.52-411.52
Priya823.04823.04
Rahul-411.52-411.52
Trace (3 steps)
  1. add_expense{"payer": "Priya", "amount": 1234.56, "currency": "INR", "participants": ["Rahul", "Priya", "Amit"], "description": "co… -> total 1234.56 INR, share [411.52, 411.52, 411.52]
  2. get_balance{"person": "Amit", "ledger": {"balances_cents": {"Priya": 82304, "Rahul": -41152, "Amit": -41152}, "expense_count": 1}}
  3. finish{"answer": "Amit ka balance -411.52 INR hai."}
Final answer

Amit ka balance -411.52 INR hai.

Oracle

Balances: Amit -411.52, Priya +823.04, Rahul -411.52

Answer: Amit ka balance -411.52 INR hai.

h9-060paraphrase

Sara ne 19.07 EUR diye shopping ke liye (Rahul aur Sara). Sara ka balance kitna hai?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 5 calls

gotoracle
Rahul-855000.00-858.15
Sara855000.00858.15
Trace (5 steps)
  1. get_balance{"ledger": {"balances_cents": {"Sara": 0, "Rahul": 0}, "expense_count": 0}, "person": "Sara"}
  2. add_expense{"ledger": {"balances_cents": {"Sara": 0, "Rahul": 0}, "expense_count": 0}, "payer": "Sara", "amount": 19000, "currency… -> total 1710000.0 INR, share [855000.0, 855000.0]
  3. convert_currency{"amount": 1710000.0, "from_currency": "EUR", "to_currency": "INR"}
  4. settle_up{"ledger": {"balances_cents": {"Sara": 0, "Rahul": 0}, "expense_count": 1}}
  5. finish{"answer": "Sara ka balance 153900000.0 INR hai."}
Final answer

Sara ka balance 153900000.0 INR hai.

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

gotoracle
Rahul-858.15-858.15
Sara858.15858.15
Trace (3 steps)
  1. add_expense{"payer": "Sara", "amount": 19.07, "currency": "EUR", "participants": ["Rahul", "Sara"], "description": "shopping", "le… -> total 1716.3 INR, share [858.15, 858.15]
  2. get_balance{"person": "Sara", "ledger": {"balances_cents": {"Sara": 85815, "Rahul": -85815}, "expense_count": 1}}
  3. finish{"answer": "Sara ka balance 858.15 INR hai."}
Final answer

Sara ka balance 858.15 INR hai.

Oracle

Balances: Rahul -858.15, Sara +858.15

Answer: Sara ka balance 858.15 INR hai.

h9-061convert_sum

Total kitna INR hoga agar 117 USD aur 22 EUR convert karein?

Base Tiny Aya

MISMATCH — ledger ok, answer wrong, 3 calls

no ledger written

Trace (3 steps)
  1. convert_currency{"amount": 1000, "from_currency": "USD", "to_currency": "INR"}
  2. convert_currency{"amount": 22, "from_currency": "EUR", "to_currency": "INR"}
  3. finish{"answer": "Total INR = 1000 + 22 = 1022"}
Final answer

Total INR = 1000 + 22 = 1022

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

no ledger written

Trace (3 steps)
  1. convert_currency{"amount": 117, "from_currency": "USD", "to_currency": "INR"}
  2. convert_currency{"amount": 22, "from_currency": "EUR", "to_currency": "INR"}
  3. finish{"answer": "117 USD = 9711.00 INR; 22 EUR = 1980.00 INR. Total 11691.00 INR."}
Final answer

117 USD = 9711.00 INR; 22 EUR = 1980.00 INR. Total 11691.00 INR.

Oracle

Balances: no ledger

Answer: 117 USD = 9711.00 INR; 22 EUR = 1980.00 INR. Total 11691.00 INR.

h9-062convert_sum

145 USD aur 13 EUR ko INR me badlo aur total batao.

Base Tiny Aya

MISMATCH — ledger ok, answer wrong, 3 calls

no ledger written

Trace (3 steps)
  1. convert_currency{"amount": 145000, "from_currency": "USD", "to_currency": "INR"}
  2. convert_currency{"amount": 13000, "from_currency": "EUR", "to_currency": "INR"}
  3. finish{"answer": "Total INR amount: 158000"}
Final answer

Total INR amount: 158000

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

no ledger written

Trace (3 steps)
  1. convert_currency{"amount": 145, "from_currency": "USD", "to_currency": "INR"}
  2. convert_currency{"amount": 13, "from_currency": "EUR", "to_currency": "INR"}
  3. finish{"answer": "145 USD = 12035.00 INR; 13 EUR = 1170.00 INR. Total 13205.00 INR."}
Final answer

145 USD = 12035.00 INR; 13 EUR = 1170.00 INR. Total 13205.00 INR.

Oracle

Balances: no ledger

Answer: 145 USD = 12035.00 INR; 13 EUR = 1170.00 INR. Total 13205.00 INR.

h9-063convert_sum

117 USD aur 87 EUR ko INR me badlo aur total batao.

Base Tiny Aya

MISMATCH — ledger ok, answer wrong, 3 calls

no ledger written

Trace (3 steps)
  1. convert_currency{"amount": 9900, "from_currency": "USD", "to_currency": "INR"}
  2. convert_currency{"amount": 7161, "from_currency": "EUR", "to_currency": "INR"}
  3. finish{"answer": "Total INR amount: 16,061 INR"}
Final answer

Total INR amount: 16,061 INR

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

no ledger written

Trace (3 steps)
  1. convert_currency{"amount": 117, "from_currency": "USD", "to_currency": "INR"}
  2. convert_currency{"amount": 87, "from_currency": "EUR", "to_currency": "INR"}
  3. finish{"answer": "117 USD = 9711.00 INR; 87 EUR = 7830.00 INR. Total 17541.00 INR."}
Final answer

117 USD = 9711.00 INR; 87 EUR = 7830.00 INR. Total 17541.00 INR.

Oracle

Balances: no ledger

Answer: 117 USD = 9711.00 INR; 87 EUR = 7830.00 INR. Total 17541.00 INR.

h9-064convert_sum

13.25 USD plus 44 EUR — final INR total kya hai?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 8 calls

gotoracle
Trace (8 steps)
  1. convert_currency{"amount": 13.25, "from_currency": "USD", "to_currency": "INR"}
  2. add_expense{"ledger": {"balances_cents": {"Rahul": 1099750, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_co… -> total 13.25 INR, share [2.21, 2.21, 2.21, 2.21, 2.21, 2.2]
  3. convert_currency{"amount": 13.25, "from_currency": "INR", "to_currency": "USD"}
  4. add_expense{"ledger": {"balances_cents": {"Rahul": 1100854, "Priya": -221, "Amit": -221, "Neha": -221, "Sara": -221, "Vikram": -22… -> total 1099.75 INR, share [183.3, 183.29, 183.29, 183.29, 183.29, 183.29]
  5. convert_currency{"amount": 13.25, "from_currency": "USD", "to_currency": "INR"}
  6. add_expense{"ledger": {"balances_cents": {"Rahul": 1192499, "Priya": -18550, "Amit": -18550, "Neha": -18550, "Sara": -18550, "Vikr… -> total 13.25 INR, share [2.21, 2.21, 2.21, 2.21, 2.21, 2.2]
  7. convert_currency{"amount": 13.25, "from_currency": "USD", "to_currency": "INR"}
  8. add_expense{"ledger": {"balances_cents": {"Rahul": 1193603, "Priya": -18771, "Amit": -18771, "Neha": -18771, "Sara": -18771, "Vikr… -> total 13.25 INR, share [2.21, 2.21, 2.21, 2.21, 2.21, 2.2]
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

no ledger written

Trace (3 steps)
  1. convert_currency{"amount": 13.25, "from_currency": "USD", "to_currency": "INR"}
  2. convert_currency{"amount": 44, "from_currency": "EUR", "to_currency": "INR"}
  3. finish{"answer": "13.25 USD = 1099.75 INR; 44 EUR = 3960.00 INR. Total 5059.75 INR."}
Final answer

13.25 USD = 1099.75 INR; 44 EUR = 3960.00 INR. Total 5059.75 INR.

Oracle

Balances: no ledger

Answer: 13.25 USD = 1099.75 INR; 44 EUR = 3960.00 INR. Total 5059.75 INR.

h9-065convert_sum

13.25 USD plus 66.7 EUR — final INR total kya hai?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 12 calls, 3 tool errors

gotoracle
Trace (12 steps)
  1. convert_currency{"amount": 13.25, "from_currency": "USD", "to_currency": "INR"}
  2. add_expense{"ledger": {"balances_cents": {"Rahul": 1099750, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_co… -> total 13.25 INR, share [2.21, 2.21, 2.21, 2.21, 2.21, 2.2]
  3. convert_currency{"amount": 66.7, "from_currency": "EUR", "to_currency": "INR"}
  4. add_expense{"ledger": {"balances_cents": {"Rahul": 1100854, "Priya": -221, "Amit": -221, "Neha": -221, "Sara": -221, "Vikram": -22… -> total 66.7 INR, share [11.12, 11.12, 11.12, 11.12, 11.11, 11.11]
  5. convert_currency{"amount": 13.25, "from_currency": "USD", "to_currency": "INR"}
  6. add_expense{"ledger": {"balances_cents": {"Rahul": 1106412, "Priya": -1333, "Amit": -1333, "Neha": -1333, "Sara": -1332, "Vikram":… -> total 66.7 INR, share [11.12, 11.12, 11.12, 11.12, 11.11, 11.11]
  7. convert_currency{"amount": 13.25, "from_currency": "USD", "to_currency": "INR"}
  8. finish{} -> error: "bad parameters: finish() missing 1 required positional argument: 'answer'"
  9. add_expense{"ledger": {"balances_cents": {"Rahul": 1111970, "Priya": -2445, "Amit": -2445, "Neha": -2445, "Sara": -2443, "Vikram":… -> total 66.7 INR, share [11.12, 11.12, 11.12, 11.12, 11.11, 11.11]
  10. convert_currency{"amount": 13.25, "from_currency": "USD", "to_currency": "INR"}
  11. finish{} -> error: "bad parameters: finish() missing 1 required positional argument: 'answer'"
  12. convert_currency{} -> error: "bad parameters: convert_currency() missing 3 required positional arguments: 'amount', 'f…
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

no ledger written

Trace (3 steps)
  1. convert_currency{"amount": 13.25, "from_currency": "USD", "to_currency": "INR"}
  2. convert_currency{"amount": 66.7, "from_currency": "EUR", "to_currency": "INR"}
  3. finish{"answer": "13.25 USD = 1099.75 INR; 66.7 EUR = 6003.00 INR. Total 7102.75 INR."}
Final answer

13.25 USD = 1099.75 INR; 66.7 EUR = 6003.00 INR. Total 7102.75 INR.

Oracle

Balances: no ledger

Answer: 13.25 USD = 1099.75 INR; 66.7 EUR = 6003.00 INR. Total 7102.75 INR.

h9-066convert_sum

72.5 USD aur 92.35 EUR ko INR me badlo aur total batao.

Base Tiny Aya

MISMATCH — ledger ok, answer wrong, 3 calls

no ledger written

Trace (3 steps)
  1. convert_currency{"amount": 72.5, "from_currency": "USD", "to_currency": "INR"}
  2. convert_currency{"amount": 92.35, "from_currency": "EUR", "to_currency": "INR"}
  3. finish{"answer": "Total INR amount: 64,837.85"}
Final answer

Total INR amount: 64,837.85

Shipped adapter (sft4)

MISMATCH — ledger ok, answer wrong, 3 calls

no ledger written

Trace (3 steps)
  1. convert_currency{"amount": 72.5, "from_currency": "USD", "to_currency": "INR"}
  2. convert_currency{"amount": 92.35, "from_currency": "EUR", "to_currency": "INR"}
  3. finish{"answer": "72.5 USD = 6017.50 INR; 92.35 EUR = 8311.50 INR. Total 14328.00 INR."}
Final answer

72.5 USD = 6017.50 INR; 92.35 EUR = 8311.50 INR. Total 14328.00 INR.

Oracle

Balances: no ledger

Answer: 72.5 USD = 6017.50 INR; 92.35 EUR = 8311.50 INR. Total 14329.00 INR.

h9-067convert_sum

41.25 USD aur 28.4 EUR ko INR me badlo aur total batao.

Base Tiny Aya

MISMATCH — ledger ok, answer wrong, 3 calls

no ledger written

Trace (3 steps)
  1. convert_currency{"amount": 41.25, "from_currency": "USD", "to_currency": "INR"}
  2. convert_currency{"amount": 28.4, "from_currency": "EUR", "to_currency": "INR"}
  3. finish{"answer": "Total INR amount: 69.55"}
Final answer

Total INR amount: 69.55

Shipped adapter (sft4)

MISMATCH — ledger ok, answer wrong, 3 calls

no ledger written

Trace (3 steps)
  1. convert_currency{"amount": 41.25, "from_currency": "USD", "to_currency": "INR"}
  2. convert_currency{"amount": 28.4, "from_currency": "EUR", "to_currency": "INR"}
  3. finish{"answer": "41.25 USD = 3423.75 INR; 28.4 EUR = 2556.00 INR. Total 6979.75 INR."}
Final answer

41.25 USD = 3423.75 INR; 28.4 EUR = 2556.00 INR. Total 6979.75 INR.

Oracle

Balances: no ledger

Answer: 41.25 USD = 3423.75 INR; 28.4 EUR = 2556.00 INR. Total 5979.75 INR.

h9-068convert_sum

Total kitna INR hoga agar 96.4 USD aur 52.6 EUR convert karein?

Base Tiny Aya

MISMATCH — ledger ok, answer wrong, 3 calls

no ledger written

Trace (3 steps)
  1. convert_currency{"amount": 1900, "from_currency": "USD", "to_currency": "INR"}
  2. convert_currency{"amount": 4308, "from_currency": "EUR", "to_currency": "INR"}
  3. finish{"answer": "Total INR: 5208"}
Final answer

Total INR: 5208

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

no ledger written

Trace (3 steps)
  1. convert_currency{"amount": 96.4, "from_currency": "USD", "to_currency": "INR"}
  2. convert_currency{"amount": 52.6, "from_currency": "EUR", "to_currency": "INR"}
  3. finish{"answer": "96.4 USD = 8001.20 INR; 52.6 EUR = 4734.00 INR. Total 12735.20 INR."}
Final answer

96.4 USD = 8001.20 INR; 52.6 EUR = 4734.00 INR. Total 12735.20 INR.

Oracle

Balances: no ledger

Answer: 96.4 USD = 8001.20 INR; 52.6 EUR = 4734.00 INR. Total 12735.20 INR.

h9-069convert_sum

104 USD plus 87 EUR — final INR total kya hai?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 4 calls

gotoracle
Trace (4 steps)
  1. convert_currency{"amount": 104, "from_currency": "USD", "to_currency": "INR"}
  2. convert_currency{"amount": 87, "from_currency": "EUR", "to_currency": "INR"}
  3. add_expense{"ledger": {"balances_cents": {"Rahul": 8632, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count… -> total 8632.0 INR, share [1438.67, 1438.67, 1438.67, 1438.67, 1438.66, 1438.66]
  4. finish{"answer": "Total INR amount: 8632"}
Final answer

Total INR amount: 8632

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

no ledger written

Trace (3 steps)
  1. convert_currency{"amount": 104, "from_currency": "USD", "to_currency": "INR"}
  2. convert_currency{"amount": 87, "from_currency": "EUR", "to_currency": "INR"}
  3. finish{"answer": "104 USD = 8632.00 INR; 87 EUR = 7830.00 INR. Total 16462.00 INR."}
Final answer

104 USD = 8632.00 INR; 87 EUR = 7830.00 INR. Total 16462.00 INR.

Oracle

Balances: no ledger

Answer: 104 USD = 8632.00 INR; 87 EUR = 7830.00 INR. Total 16462.00 INR.

h9-070convert_sum

Total kitna INR hoga agar 145 USD aur 9.75 EUR convert karein?

Base Tiny Aya

MISMATCH — ledger ok, answer wrong, 3 calls

no ledger written

Trace (3 steps)
  1. convert_currency{"amount": 145, "from_currency": "USD", "to_currency": "INR"}
  2. convert_currency{"amount": 9.75, "from_currency": "EUR", "to_currency": "INR"}
  3. finish{"answer": "Total INR = 14,300"}
Final answer

Total INR = 14,300

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

no ledger written

Trace (3 steps)
  1. convert_currency{"amount": 145, "from_currency": "USD", "to_currency": "INR"}
  2. convert_currency{"amount": 9.75, "from_currency": "EUR", "to_currency": "INR"}
  3. finish{"answer": "145 USD = 12035.00 INR; 9.75 EUR = 877.50 INR. Total 12912.50 INR."}
Final answer

145 USD = 12035.00 INR; 9.75 EUR = 877.50 INR. Total 12912.50 INR.

Oracle

Balances: no ledger

Answer: 145 USD = 12035.00 INR; 9.75 EUR = 877.50 INR. Total 12912.50 INR.

h9-071convert_sum

68 USD plus 87 EUR — final INR total kya hai?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 3 calls

gotoracle
Trace (3 steps)
  1. convert_currency{"amount": 1800, "from_currency": "USD", "to_currency": "INR"}
  2. add_expense{"ledger": {"balances_cents": {"Rahul": 149400, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_cou… -> total 1800.0 INR, share [300.0, 300.0, 300.0, 300.0, 300.0, 300.0]
  3. finish{"answer": "Total INR amount: 149400"}
Final answer

Total INR amount: 149400

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

no ledger written

Trace (3 steps)
  1. convert_currency{"amount": 68, "from_currency": "USD", "to_currency": "INR"}
  2. convert_currency{"amount": 87, "from_currency": "EUR", "to_currency": "INR"}
  3. finish{"answer": "68 USD = 5644.00 INR; 87 EUR = 7830.00 INR. Total 13474.00 INR."}
Final answer

68 USD = 5644.00 INR; 87 EUR = 7830.00 INR. Total 13474.00 INR.

Oracle

Balances: no ledger

Answer: 68 USD = 5644.00 INR; 87 EUR = 7830.00 INR. Total 13474.00 INR.

h9-072convert_sum

Total kitna INR hoga agar 11.5 USD aur 39.5 EUR convert karein?

Base Tiny Aya

MISMATCH — ledger ok, answer wrong, 3 calls

no ledger written

Trace (3 steps)
  1. convert_currency{"amount": 1150, "from_currency": "USD", "to_currency": "INR"}
  2. convert_currency{"amount": 3435, "from_currency": "EUR", "to_currency": "INR"}
  3. finish{"answer": "Total INR: 4585"}
Final answer

Total INR: 4585

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

no ledger written

Trace (3 steps)
  1. convert_currency{"amount": 11.5, "from_currency": "USD", "to_currency": "INR"}
  2. convert_currency{"amount": 39.5, "from_currency": "EUR", "to_currency": "INR"}
  3. finish{"answer": "11.5 USD = 954.50 INR; 39.5 EUR = 3555.00 INR. Total 4509.50 INR."}
Final answer

11.5 USD = 954.50 INR; 39.5 EUR = 3555.00 INR. Total 4509.50 INR.

Oracle

Balances: no ledger

Answer: 11.5 USD = 954.50 INR; 39.5 EUR = 3555.00 INR. Total 4509.50 INR.

h9-073convert_sum

Total kitna INR hoga agar 72.5 USD aur 6.5 EUR convert karein?

Base Tiny Aya

MISMATCH — ledger ok, answer wrong, 3 calls

no ledger written

Trace (3 steps)
  1. convert_currency{"amount": 72.5, "from_currency": "USD", "to_currency": "INR"}
  2. convert_currency{"amount": 6.5, "from_currency": "EUR", "to_currency": "INR"}
  3. finish{"answer": "Total INR = 7200.5"}
Final answer

Total INR = 7200.5

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

no ledger written

Trace (3 steps)
  1. convert_currency{"amount": 72.5, "from_currency": "USD", "to_currency": "INR"}
  2. convert_currency{"amount": 6.5, "from_currency": "EUR", "to_currency": "INR"}
  3. finish{"answer": "72.5 USD = 6017.50 INR; 6.5 EUR = 585.00 INR. Total 6602.50 INR."}
Final answer

72.5 USD = 6017.50 INR; 6.5 EUR = 585.00 INR. Total 6602.50 INR.

Oracle

Balances: no ledger

Answer: 72.5 USD = 6017.50 INR; 6.5 EUR = 585.00 INR. Total 6602.50 INR.

h9-074convert_sum

Total kitna INR hoga agar 88 USD aur 13 EUR convert karein?

Base Tiny Aya

MISMATCH — ledger ok, answer wrong, 3 calls

no ledger written

Trace (3 steps)
  1. convert_currency{"amount": 2000, "from_currency": "USD", "to_currency": "INR"}
  2. convert_currency{"amount": 1130, "from_currency": "EUR", "to_currency": "INR"}
  3. finish{"answer": "Total INR = 3130"}
Final answer

Total INR = 3130

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

no ledger written

Trace (3 steps)
  1. convert_currency{"amount": 88, "from_currency": "USD", "to_currency": "INR"}
  2. convert_currency{"amount": 13, "from_currency": "EUR", "to_currency": "INR"}
  3. finish{"answer": "88 USD = 7304.00 INR; 13 EUR = 1170.00 INR. Total 8474.00 INR."}
Final answer

88 USD = 7304.00 INR; 13 EUR = 1170.00 INR. Total 8474.00 INR.

Oracle

Balances: no ledger

Answer: 88 USD = 7304.00 INR; 13 EUR = 1170.00 INR. Total 8474.00 INR.

h9-075convert_sum

7 USD aur 66.7 EUR ko INR me badlo aur total batao.

Base Tiny Aya

MISMATCH — ledger ok, answer wrong, 3 calls

no ledger written

Trace (3 steps)
  1. convert_currency{"amount": 7, "from_currency": "USD", "to_currency": "INR"}
  2. convert_currency{"amount": 66.7, "from_currency": "EUR", "to_currency": "INR"}
  3. finish{"answer": "Total INR amount: 1173.7"}
Final answer

Total INR amount: 1173.7

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

no ledger written

Trace (3 steps)
  1. convert_currency{"amount": 7, "from_currency": "USD", "to_currency": "INR"}
  2. convert_currency{"amount": 66.7, "from_currency": "EUR", "to_currency": "INR"}
  3. finish{"answer": "7 USD = 581.00 INR; 66.7 EUR = 6003.00 INR. Total 6584.00 INR."}
Final answer

7 USD = 581.00 INR; 66.7 EUR = 6003.00 INR. Total 6584.00 INR.

Oracle

Balances: no ledger

Answer: 7 USD = 581.00 INR; 66.7 EUR = 6003.00 INR. Total 6584.00 INR.

h9-076empty_balance

Shuruaat me hi poochh raha hoon: Priya ka balance? Koi kharcha record nahi hua.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 8 calls

gotoracle
Trace (8 steps)
  1. get_balance{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": …
  2. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": … -> total 500.0 INR, share [83.34, 83.34, 83.33, 83.33, 83.33, 83.33]
  3. convert_currency{"amount": 500, "from_currency": "INR", "to_currency": "USD"}
  4. add_expense{"ledger": {"balances_cents": {"Rahul": -8334, "Priya": 41666, "Amit": -8333, "Neha": -8333, "Sara": -8333, "Vikram": -… -> total 499.66 INR, share [83.28, 83.28, 83.28, 83.28, 83.27, 83.27]
  5. convert_currency{"amount": 499.66, "from_currency": "INR", "to_currency": "EUR"}
  6. add_expense{"ledger": {"balances_cents": {"Rahul": -16662, "Priya": 83304, "Amit": -16661, "Neha": -16661, "Sara": -16660, "Vikram… -> total 499.5 INR, share [83.25, 83.25, 83.25, 83.25, 83.25, 83.25]
  7. convert_currency{"amount": 499.5, "from_currency": "INR", "to_currency": "USD"}
  8. add_expense{"ledger": {"balances_cents": {"Rahul": -24987, "Priya": 124929, "Amit": -24986, "Neha": -24986, "Sara": -24985, "Vikra… -> total 499.66 INR, share [83.28, 83.28, 83.28, 83.28, 83.27, 83.27]
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

no ledger written

Trace (2 steps)
  1. get_balance{"person": "Priya", "ledger": {"balances_cents": {}, "expense_count": 0}}
  2. finish{"answer": "Priya ka balance 0.00 INR hai."}
Final answer

Priya ka balance 0.00 INR hai.

Oracle

Balances: no ledger

Answer: Priya ka balance 0.00 INR hai.

h9-077empty_balance

Koi entry nahi hai abhi. Priya ka balance kitna dikhega?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 6 calls

gotoracle
Trace (6 steps)
  1. get_balance{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": …
  2. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": … -> total 500.0 INR, share [83.34, 83.34, 83.33, 83.33, 83.33, 83.33]
  3. convert_currency{"amount": 83.34, "from_currency": "INR", "to_currency": "USD"}
  4. settle_up{"ledger": {"balances_cents": {"Rahul": -8334, "Priya": 41666, "Amit": -8333, "Neha": -8333, "Sara": -8333, "Vikram": -… -> 5 transfers
  5. convert_currency{"amount": 1.0, "from_currency": "USD", "to_currency": "INR"}
  6. finish{"answer": "Priya's share of the pizza is 83 INR."}
Final answer

Priya's share of the pizza is 83 INR.

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

no ledger written

Trace (2 steps)
  1. get_balance{"person": "Priya", "ledger": {"balances_cents": {}, "expense_count": 0}}
  2. finish{"answer": "Priya ka balance 0.00 INR hai."}
Final answer

Priya ka balance 0.00 INR hai.

Oracle

Balances: no ledger

Answer: Priya ka balance 0.00 INR hai.

h9-078empty_balance

Shuruaat me hi poochh raha hoon: Vikram ka balance? Koi kharcha record nahi hua.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 8 calls

gotoracle
Trace (8 steps)
  1. get_balance{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": …
  2. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": … -> total 500.0 INR, share [83.34, 83.34, 83.33, 83.33, 83.33, 83.33]
  3. convert_currency{"amount": 500, "from_currency": "INR", "to_currency": "USD"}
  4. add_expense{"ledger": {"balances_cents": {"Rahul": -8334, "Priya": -8334, "Amit": -8333, "Neha": -8333, "Sara": -8333, "Vikram": 4… -> total 499.66 INR, share [83.28, 83.28, 83.28, 83.28, 83.27, 83.27]
  5. convert_currency{"amount": 499.66, "from_currency": "INR", "to_currency": "EUR"}
  6. add_expense{"ledger": {"balances_cents": {"Rahul": -16662, "Priya": -16662, "Amit": -16661, "Neha": -16661, "Sara": -16660, "Vikra… -> total 499.5 INR, share [83.25, 83.25, 83.25, 83.25, 83.25, 83.25]
  7. convert_currency{"amount": 499.5, "from_currency": "INR", "to_currency": "USD"}
  8. add_expense{"ledger": {"balances_cents": {"Rahul": -24987, "Priya": -24987, "Amit": -24986, "Neha": -24986, "Sara": -24985, "Vikra… -> total 499.66 INR, share [83.28, 83.28, 83.28, 83.28, 83.27, 83.27]
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

no ledger written

Trace (2 steps)
  1. get_balance{"person": "Vikram", "ledger": {"balances_cents": {}, "expense_count": 0}}
  2. finish{"answer": "Vikram ka balance 0.00 INR hai."}
Final answer

Vikram ka balance 0.00 INR hai.

Oracle

Balances: no ledger

Answer: Vikram ka balance 0.00 INR hai.

h9-079empty_balance

Ledger khaali hai. Sara ka final balance batao.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 4 calls

gotoracle
Trace (4 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": … -> total 500.0 INR, share [250.0, 250.0]
  2. convert_currency{"amount": 500, "from_currency": "INR", "to_currency": "USD"}
  3. settle_up{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 25000, "Vikram": -6020}, "expense_… -> 1 transfers
  4. finish{"answer": "Sara ka final balance: ₹25,000.00"}
Final answer

Sara ka final balance: ₹25,000.00

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

no ledger written

Trace (2 steps)
  1. get_balance{"person": "Sara", "ledger": {"balances_cents": {}, "expense_count": 0}}
  2. finish{"answer": "Sara ka balance 0.00 INR hai."}
Final answer

Sara ka balance 0.00 INR hai.

Oracle

Balances: no ledger

Answer: Sara ka balance 0.00 INR hai.

h9-080empty_balance

Ledger khaali hai. Neha ka final balance batao.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 8 calls

gotoracle
Trace (8 steps)
  1. get_balance{"ledger": {"balances_cents": {"Neha": 0}, "expense_count": 0}, "person": "Neha"}
  2. add_expense{"ledger": {"balances_cents": {"Neha": 0}, "expense_count": 0}, "payer": "Neha", "amount": 500, "currency": "INR", "par… -> total 500.0 INR, share [500.0]
  3. convert_currency{"amount": 500, "from_currency": "INR", "to_currency": "USD"}
  4. add_expense{"ledger": {"balances_cents": {"Neha": 6020, "Amit": 0}, "expense_count": 1}, "payer": "Neha", "amount": 6.02, "currenc… -> total 499.66 INR, share [249.83, 249.83]
  5. convert_currency{"amount": 499.66, "from_currency": "INR", "to_currency": "USD"}
  6. settle_up{"ledger": {"balances_cents": {"Neha": 31003, "Amit": -24983}, "expense_count": 2}} -> 1 transfers
  7. convert_currency{"amount": 249.83, "from_currency": "INR", "to_currency": "USD"}
  8. settle_up{"ledger": {"balances_cents": {"Neha": 31003, "Amit": -24983}, "expense_count": 2}} -> 1 transfers
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

no ledger written

Trace (2 steps)
  1. get_balance{"person": "Neha", "ledger": {"balances_cents": {}, "expense_count": 0}}
  2. finish{"answer": "Neha ka balance 0.00 INR hai."}
Final answer

Neha ka balance 0.00 INR hai.

Oracle

Balances: no ledger

Answer: Neha ka balance 0.00 INR hai.

h9-081empty_balance

Priya ne kuch nahi diya aur kisi expense me shamil nahi hai. Uska balance kya hai?

Base Tiny Aya

MATCH — closing ledger and answer match the oracle

gotoracle
Trace (9 steps)
  1. get_balance{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": …
  2. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": … -> total 1200.0 INR, share [200.0, 200.0, 200.0, 200.0, 200.0, 200.0]
  3. convert_currency{"amount": 200.0, "from_currency": "INR", "to_currency": "USD"}
  4. convert_currency{"amount": 200.0, "from_currency": "INR", "to_currency": "EUR"}
  5. settle_up{"ledger": {"balances_cents": {"Rahul": 100000, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_cou…
  6. add_expense{"ledger": {"balances_cents": {"Rahul": 100000, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_cou… -> total 200.03 INR, share [33.34, 33.34, 33.34, 33.34, 33.34, 33.33]
  7. convert_currency{"amount": 33.34, "from_currency": "INR", "to_currency": "USD"}
  8. add_expense{"ledger": {"balances_cents": {"Rahul": 116669, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_cou… -> total 33.2 INR, share [5.54, 5.54, 5.53, 5.53, 5.53, 5.53]
  9. finish{"answer": "Rahul: $0.40, Priya: $0, Amit: $0, Neha: $0, Sara: $0, Vikram: $0"}
Final answer

Rahul: $0.40, Priya: $0, Amit: $0, Neha: $0, Sara: $0, Vikram: $0

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

no ledger written

Trace (2 steps)
  1. get_balance{"person": "Priya", "ledger": {"balances_cents": {}, "expense_count": 0}}
  2. finish{"answer": "Priya ka balance 0.00 INR hai."}
Final answer

Priya ka balance 0.00 INR hai.

Oracle

Balances: no ledger

Answer: Priya ka balance 0.00 INR hai.

h9-082empty_balance

Ledger khaali hai. Amit ka final balance batao.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 8 calls

gotoracle
Trace (8 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": … -> total 500.0 INR, share [83.34, 83.34, 83.33, 83.33, 83.33, 83.33]
  2. convert_currency{"amount": 500, "from_currency": "INR", "to_currency": "USD"}
  3. add_expense{"ledger": {"balances_cents": {"Rahul": -8334, "Priya": -8334, "Amit": 46667, "Neha": -8333, "Sara": -8333, "Vikram": -… -> total 499.66 INR, share [83.28, 83.28, 83.28, 83.28, 83.27, 83.27]
  4. convert_currency{"amount": 499.66, "from_currency": "INR", "to_currency": "USD"}
  5. add_expense{"ledger": {"balances_cents": {"Rahul": -16662, "Priya": -16662, "Amit": 88305, "Neha": -16661, "Sara": -16660, "Vikram… -> total 499.66 INR, share [83.28, 83.28, 83.28, 83.28, 83.27, 83.27]
  6. convert_currency{"amount": 499.66, "from_currency": "INR", "to_currency": "USD"}
  7. add_expense{"ledger": {"balances_cents": {"Rahul": -24990, "Priya": -24990, "Amit": 129943, "Neha": -24989, "Sara": -24987, "Vikra… -> total 499.66 INR, share [83.28, 83.28, 83.28, 83.28, 83.27, 83.27]
  8. convert_currency{"amount": 499.66, "from_currency": "INR", "to_currency": "USD"}
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

no ledger written

Trace (2 steps)
  1. get_balance{"person": "Amit", "ledger": {"balances_cents": {}, "expense_count": 0}}
  2. finish{"answer": "Amit ka balance 0.00 INR hai."}
Final answer

Amit ka balance 0.00 INR hai.

Oracle

Balances: no ledger

Answer: Amit ka balance 0.00 INR hai.

h9-083empty_balance

Koi entry nahi hai abhi. Sara ka balance kitna dikhega?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 8 calls, 2 tool errors

gotoracle
Trace (8 steps)
  1. get_balance{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": …
  2. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": … -> total 500.0 INR, share [100.0, 100.0, 100.0, 100.0, 100.0]
  3. convert_currency{"amount": 40000, "from_currency": "INR", "to_currency": "USD"}
  4. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": -10000, "Amit": -10000, "Neha": -10000, "Sara": 0, "Vikram": -10000… -> total 40000.19 INR, share [8000.04, 8000.04, 8000.04, 8000.04, 8000.03]
  5. convert_currency{"amount": 3200015, "from_currency": "INR", "to_currency": "EUR"}
  6. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": -810004, "Amit": -810004, "Neha": -810004, "Sara": 0, "Vikram": -81… -> total 3200014.8 INR, share [640002.96, 640002.96, 640002.96, 640002.96, 640002.96]
  7. convert_currency{"amount": 256001184, "from_currency": "INR", "to_currency": "USD"} -> error: "amount is unreasonably large"
  8. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": -64810300, "Amit": -64810300, "Neha": -64810300, "Sara": 0, "Vikram… -> error: "amount is unreasonably large"
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

no ledger written

Trace (2 steps)
  1. get_balance{"person": "Sara", "ledger": {"balances_cents": {}, "expense_count": 0}}
  2. finish{"answer": "Sara ka balance 0.00 INR hai."}
Final answer

Sara ka balance 0.00 INR hai.

Oracle

Balances: no ledger

Answer: Sara ka balance 0.00 INR hai.

h9-084empty_balance

Koi entry nahi hai abhi. Vikram ka balance kitna dikhega?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 8 calls

gotoracle
Trace (8 steps)
  1. get_balance{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": …
  2. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": … -> total 500.0 INR, share [83.34, 83.34, 83.33, 83.33, 83.33, 83.33]
  3. convert_currency{"amount": 500, "from_currency": "INR", "to_currency": "USD"}
  4. add_expense{"ledger": {"balances_cents": {"Rahul": -8334, "Priya": -8334, "Amit": -8333, "Neha": -8333, "Sara": -8333, "Vikram": 4… -> total 499.66 INR, share [83.28, 83.28, 83.28, 83.28, 83.27, 83.27]
  5. convert_currency{"amount": 499.66, "from_currency": "INR", "to_currency": "EUR"}
  6. add_expense{"ledger": {"balances_cents": {"Rahul": -16662, "Priya": -16662, "Amit": -16661, "Neha": -16661, "Sara": -16660, "Vikra… -> total 499.5 INR, share [83.25, 83.25, 83.25, 83.25, 83.25, 83.25]
  7. convert_currency{"amount": 499.5, "from_currency": "INR", "to_currency": "USD"}
  8. add_expense{"ledger": {"balances_cents": {"Rahul": -24987, "Priya": -24987, "Amit": -24986, "Neha": -24986, "Sara": -24985, "Vikra… -> total 499.66 INR, share [83.28, 83.28, 83.28, 83.28, 83.27, 83.27]
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

no ledger written

Trace (2 steps)
  1. get_balance{"person": "Vikram", "ledger": {"balances_cents": {}, "expense_count": 0}}
  2. finish{"answer": "Vikram ka balance 0.00 INR hai."}
Final answer

Vikram ka balance 0.00 INR hai.

Oracle

Balances: no ledger

Answer: Vikram ka balance 0.00 INR hai.

h9-085empty_balance

Amit ka balance kitna hai? Abhi tak koi expense add nahi hua.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 8 calls

gotoracle
Trace (8 steps)
  1. get_balance{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": …
  2. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": … -> total 500.0 INR, share [83.34, 83.34, 83.33, 83.33, 83.33, 83.33]
  3. convert_currency{"amount": 500, "from_currency": "INR", "to_currency": "USD"}
  4. add_expense{"ledger": {"balances_cents": {"Rahul": -8334, "Priya": -8334, "Amit": 41667, "Neha": -8333, "Sara": -8333, "Vikram": -… -> total 499.66 INR, share [83.28, 83.28, 83.28, 83.28, 83.27, 83.27]
  5. convert_currency{"amount": 499.66, "from_currency": "INR", "to_currency": "EUR"}
  6. add_expense{"ledger": {"balances_cents": {"Rahul": -16662, "Priya": -16662, "Amit": 83305, "Neha": -16661, "Sara": -16660, "Vikram… -> total 499.5 INR, share [83.25, 83.25, 83.25, 83.25, 83.25, 83.25]
  7. convert_currency{"amount": 499.5, "from_currency": "INR", "to_currency": "USD"}
  8. add_expense{"ledger": {"balances_cents": {"Rahul": -24987, "Priya": -24987, "Amit": 124930, "Neha": -24986, "Sara": -24985, "Vikra… -> total 499.66 INR, share [83.28, 83.28, 83.28, 83.28, 83.27, 83.27]
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

no ledger written

Trace (2 steps)
  1. get_balance{"person": "Amit", "ledger": {"balances_cents": {}, "expense_count": 0}}
  2. finish{"answer": "Amit ka balance 0.00 INR hai."}
Final answer

Amit ka balance 0.00 INR hai.

Oracle

Balances: no ledger

Answer: Amit ka balance 0.00 INR hai.

h9-086empty_balance

Shuruaat me hi poochh raha hoon: Rahul ka balance? Koi kharcha record nahi hua.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 8 calls

gotoracle
Trace (8 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": … -> total 500.0 INR, share [83.34, 83.34, 83.33, 83.33, 83.33, 83.33]
  2. convert_currency{"amount": 500, "from_currency": "INR", "to_currency": "USD"}
  3. add_expense{"ledger": {"balances_cents": {"Rahul": 41666, "Priya": -8334, "Amit": -8333, "Neha": -8333, "Sara": -8333, "Vikram": -… -> total 499660.0 INR, share [83276.67, 83276.67, 83276.67, 83276.67, 83276.66, 83276.66]
  4. convert_currency{"amount": 499660, "from_currency": "INR", "to_currency": "EUR"}
  5. add_expense{"ledger": {"balances_cents": {"Rahul": 41679999, "Priya": -8336001, "Amit": -8336000, "Neha": -8336000, "Sara": -83359… -> total 499660.2 INR, share [83276.7, 83276.7, 83276.7, 83276.7, 83276.7, 83276.7]
  6. convert_currency{"amount": 499660.2, "from_currency": "INR", "to_currency": "USD"}
  7. add_expense{"ledger": {"balances_cents": {"Rahul": 83318349, "Priya": -16663671, "Amit": -16663670, "Neha": -16663670, "Sara": -16… -> total 499660.0 INR, share [83276.67, 83276.67, 83276.67, 83276.67, 83276.66, 83276.66]
  8. convert_currency{"amount": 499660, "from_currency": "INR", "to_currency": "EUR"}
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

no ledger written

Trace (2 steps)
  1. get_balance{"person": "Rahul", "ledger": {"balances_cents": {}, "expense_count": 0}}
  2. finish{"answer": "Rahul ka balance 0.00 INR hai."}
Final answer

Rahul ka balance 0.00 INR hai.

Oracle

Balances: no ledger

Answer: Rahul ka balance 0.00 INR hai.

h9-087empty_balance

Ledger khaali hai. Vikram ka final balance batao.

Base Tiny Aya

MATCH — closing ledger and answer match the oracle

no ledger written

Trace (7 steps)
  1. get_balance{"ledger": {"balances_cents": {"Vikram": 0}, "expense_count": 0}, "person": "Vikram"}
  2. add_expense{"ledger": {"balances_cents": {"Vikram": 0}, "expense_count": 0}, "payer": "Vikram", "amount": 500, "currency": "INR", … -> total 500.0 INR, share [500.0]
  3. convert_currency{"amount": 500, "from_currency": "INR", "to_currency": "USD"}
  4. add_expense{"ledger": {"balances_cents": {"Vikram": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0}, "expense_count": 1}, "payer":… -> total 499.66 INR, share [499.66]
  5. convert_currency{"amount": 499.66, "from_currency": "INR", "to_currency": "USD"}
  6. settle_up{"ledger": {"balances_cents": {"Vikram": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0}, "expense_count": 2}}
  7. finish{"answer": "Vikram ka final balance: 0 INR"}
Final answer

Vikram ka final balance: 0 INR

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

no ledger written

Trace (2 steps)
  1. get_balance{"person": "Vikram", "ledger": {"balances_cents": {}, "expense_count": 0}}
  2. finish{"answer": "Vikram ka balance 0.00 INR hai."}
Final answer

Vikram ka balance 0.00 INR hai.

Oracle

Balances: no ledger

Answer: Vikram ka balance 0.00 INR hai.

h9-088empty_balance

Rahul ne kuch nahi diya aur kisi expense me shamil nahi hai. Uska balance kya hai?

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 8 calls

gotoracle
Trace (8 steps)
  1. get_balance{"ledger": {"balances_cents": {"Rahul": 0}, "expense_count": 0}, "person": "Rahul"}
  2. add_expense{"ledger": {"balances_cents": {"Rahul": 0}, "expense_count": 0}, "payer": "Rahul", "amount": 500, "currency": "INR", "p… -> total 500.0 INR, share [500.0]
  3. convert_currency{"amount": 500, "from_currency": "INR", "to_currency": "USD"}
  4. add_expense{"ledger": {"balances_cents": {"Rahul": 6020}, "expense_count": 1}, "payer": "Rahul", "amount": 6.02, "currency": "USD"… -> total 499.66 INR, share [499.66]
  5. convert_currency{"amount": 499.66, "from_currency": "INR", "to_currency": "EUR"}
  6. add_expense{"ledger": {"balances_cents": {"Rahul": 6020}, "expense_count": 2}, "payer": "Rahul", "amount": 5.55, "currency": "EUR"… -> total 499.5 INR, share [499.5]
  7. convert_currency{"amount": 499.5, "from_currency": "INR", "to_currency": "USD"}
  8. add_expense{"ledger": {"balances_cents": {"Rahul": 6020}, "expense_count": 3}, "payer": "Rahul", "amount": 6.02, "currency": "USD"… -> total 499.66 INR, share [499.66]
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

no ledger written

Trace (2 steps)
  1. get_balance{"person": "Rahul", "ledger": {"balances_cents": {}, "expense_count": 0}}
  2. finish{"answer": "Rahul ka balance 0.00 INR hai."}
Final answer

Rahul ka balance 0.00 INR hai.

Oracle

Balances: no ledger

Answer: Rahul ka balance 0.00 INR hai.

h9-089empty_balance

Ledger khaali hai. Priya ka final balance batao.

Base Tiny Aya

MISMATCH — ledger wrong, answer wrong, 8 calls

gotoracle
Trace (8 steps)
  1. add_expense{"ledger": {"balances_cents": {"Rahul": 0, "Priya": 0, "Amit": 0, "Neha": 0, "Sara": 0, "Vikram": 0}, "expense_count": … -> total 500.0 INR, share [83.34, 83.34, 83.33, 83.33, 83.33, 83.33]
  2. convert_currency{"amount": 500, "from_currency": "INR", "to_currency": "USD"}
  3. add_expense{"ledger": {"balances_cents": {"Rahul": -8334, "Priya": 41666, "Amit": -8333, "Neha": -8333, "Sara": -8333, "Vikram": -… -> total 499.66 INR, share [83.28, 83.28, 83.28, 83.28, 83.27, 83.27]
  4. convert_currency{"amount": 499.66, "from_currency": "INR", "to_currency": "USD"}
  5. add_expense{"ledger": {"balances_cents": {"Rahul": -16662, "Priya": 83304, "Amit": -16661, "Neha": -16661, "Sara": -16660, "Vikram… -> total 499.66 INR, share [83.28, 83.28, 83.28, 83.28, 83.27, 83.27]
  6. convert_currency{"amount": 499.66, "from_currency": "INR", "to_currency": "EUR"}
  7. add_expense{"ledger": {"balances_cents": {"Rahul": -24990, "Priya": 124942, "Amit": -24989, "Neha": -24989, "Sara": -24987, "Vikra… -> total 499.5 INR, share [83.25, 83.25, 83.25, 83.25, 83.25, 83.25]
  8. convert_currency{"amount": 499.5, "from_currency": "INR", "to_currency": "USD"}
Final answer

(the model never called `finish`)

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

no ledger written

Trace (2 steps)
  1. get_balance{"person": "Priya", "ledger": {"balances_cents": {}, "expense_count": 0}}
  2. finish{"answer": "Priya ka balance 0.00 INR hai."}
Final answer

Priya ka balance 0.00 INR hai.

Oracle

Balances: no ledger

Answer: Priya ka balance 0.00 INR hai.

h9-090empty_balance

Sara ne kuch nahi diya aur kisi expense me shamil nahi hai. Uska balance kya hai?

Base Tiny Aya

MATCH — closing ledger and answer match the oracle

no ledger written

Trace (2 steps)
  1. get_balance{"ledger": {"balances_cents": {"Sara": 0}, "expense_count": 0}, "person": "Sara"}
  2. finish{"answer": "Sara ka balance 0 INR hai kyunki usne kuch nahi diya aur kuch nahi liya."}
Final answer

Sara ka balance 0 INR hai kyunki usne kuch nahi diya aur kuch nahi liya.

Shipped adapter (sft4)

MATCH — closing ledger and answer match the oracle

no ledger written

Trace (2 steps)
  1. get_balance{"person": "Sara", "ledger": {"balances_cents": {}, "expense_count": 0}}
  2. finish{"answer": "Sara ka balance 0.00 INR hai."}
Final answer

Sara ka balance 0.00 INR hai.

Oracle

Balances: no ledger

Answer: Sara ka balance 0.00 INR hai.