← Heatmap / GLM 5.3 Flash · Task 58
GLM 5.3 Flash · Tool use · Task 58 (Calculation, below tax-free line, resolved amendment)
Mean 48.3%
| Field | Expected | Rollout #1 (-50%) | Rollout #2 (95%) | Rollout #3 (100%) |
|---|---|---|---|---|
| decision | calculate | (malformed) | calculate | calculate |
| currency | LCR | (malformed) | LCR | LCR |
| gross pay | 599.56 | (malformed) | 599.56 | 599.56 |
| employee contribution | 35.97 | (malformed) | 35.97 | 35.97 |
| allowed deduction | 68.60 | (malformed) | 68.60 | 68.60 |
| taxable pay | 494.99 | (malformed) | 494.99 | 494.99 |
| income tax | 0.00 | (malformed) | 0.00 | 0.00 |
| net pay | 494.99 | (malformed) | 494.99 | 494.99 |
| clauses | R1 R2 R3 R4 R5 R6 R9 | (malformed) | R1 R2 R3 R4 R5 R9 | R1 R2 R3 R4 R5 R6 R9 |
Prompt
Process this monthly payroll record under the supplied rulebook. Return the R6 or R7 JSON answer. Retrieve the case inputs with list_documents and read_document. Reference rows are available only through lookup_reference. Use calculate for exact decimal arithmetic.
Rollouts
Rollout #1 -50.0% malformed · 7 tool calls · 12.9s · $0.0026
| Component | Score | Clauses |
|---|---|---|
| decision | 0.0% | R1 R2 R3 R4 R5 R6 R9 |
| exact | 0.0% | R1 R2 R3 R4 R5 R6 R9 |
| field accuracy | 0.0% | R1 R2 R3 R4 R5 R6 R9 |
| citations | 0.0% | R1 R2 R3 R4 R5 R6 R9 |
Assistant
list_documents()Reasoning
Let me start by listing the documents to see what's in this case.
Tool
[
{"id": "168ee1fead32400b-payroll", "kind": "payroll"},
{"id": "168ee1fead32400b-contract", "kind": "contract"},
{"id": "168ee1fead32400b-amendment", "kind": "amendment"}
]
Assistant
read_document(document_id="168ee1fead32400b-payroll")read_document(document_id="168ee1fead32400b-contract")read_document(document_id="168ee1fead32400b-amendment")Reasoning
There are three documents: payroll, contract, amendment. Let me read all of them.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "599.56", "payroll_month": "2026-12", "allowed_deduction": "68.60"}
}
Tool
{
"kind": "contract",
"gross_pay": "1019.55"
}
Tool
{
"kind": "amendment",
"gross_pay": "599.56",
"approved": true,
"effective_month": "2026-01"
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")The payroll record shows gross_pay 599.56 for 2026-12, while the contract says 1019.55 — a potential conflict. The amendment (599.56, approved, effective 2026-01) appears to resolve it under R9. Now I need the reference row for 2026-12.
Reasoning
The payroll record: - gross_pay: 599.56 - payroll_month: 2026-12 - allowed_deduction: 68.60 Contract gross_pay: 1019.55 — differs from payroll gross_pay 599.56. So there's a potential conflict under R7.4. Amendment: gross_pay 599.56, approved: true, effective_month: 2026-01. Effective month 2026-01 ≤ payroll month 2026-12, approved, and amount equals payroll record's gross pay (599.56). So the amendment resolves the conflict under R9. Now I need the reference row for 2026-12. Only 2026 is covered. The reference schedule is available via lookup_reference. 2026-12 is in the second half of the year presumably. Let me check lookup_reference for second-half (and maybe first-half to be thorough, but December is second half). Let me call lookup_reference with "second-half". Actually, the rules say "Read first-half or second-half payroll reference rates and effective months." December 2026 would be second-half. Let me look up second-half. I could also look up first-half to confirm boundaries, but December is clearly second half. To be safe, I could fetch both in parallel since they're independent. That seems reasonable to confirm which row covers 2026-12. Then compute: - contribution = rate * min(gross, cap) - allowed_deduction = 68.60, must not exceed deduction cap or gross - contribution - taxable_pay = gross - contribution - deduction - income tax: progressive brackets from selected row: tax-free amount, middle rate up to upper boundary, upper rate above. - net = gross - contribution - deduction - tax. Let me fetch both reference halves in parallel.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.06",
"cap": "4500.00",
"deduction": "400.00",
"free": "900.00",
"upper": "3000.00",
"middle_rate": "0.14",
"upper_rate": "0.22"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.06",
"cap": "4000.00",
"deduction": "400.00",
"free": "900.00",
"upper": "2800.00",
"middle_rate": "0.14",
"upper_rate": "0.20"
}
Assistant
calculate(program="contribution_base = min(599.56, 4000.00)\nemployee_contribution = round(contribution_base * 0.06, 2)\ndeduction_cap_check = min(400.00, 599.56 - employee_contribution)\ntaxable_pay = 599.56 - employee_contribution - 68.60\ntax_free_portion = max(0, min(taxable_pay, 900.00))\nmiddle_portion = max(0, min(taxable_pay, 2800.00) - 900.00)\nupper_portion = max(0, taxable_pay - 2800.00)\nincome_tax = round(tax_free_portion * 0 + middle_portion * 0.14 + upper_portion * 0.20, 2)\nnet_pay = 599.56 - employee_contribution - 68.60 - income_tax")The 2026-12 row is the second-half schedule: rate 0.06, cap 4000.00, deduction cap 400.00, free 900.00, upper 2800.00, middle_rate 0.14, upper_rate 0.20. Now the exact arithmetic:
Reasoning
2026-12 falls in the second-half row (2026-07 through 2026-12): - rate: 0.06 - cap: 4000.00 - deduction cap: 400.00 - free: 900.00 - upper: 2800.00 - middle_rate: 0.14 - upper_rate: 0.20 Now compute: 1. Employee contribution (R3): rate * min(gross, cap) = 0.06 * min(599.56, 4000.00) = 0.06 * 599.56 = 35.9736 → round to 35.97. 2. Allowed deduction check (R4): allowed_deduction = 68.60. Must not exceed deduction cap (400.00) or gross pay minus rounded contribution (599.56 - 35.97 = 563.59). 68.60 ≤ both. OK. 3. Taxable pay (R4): gross - contribution - deduction = 599.56 - 35.97 - 68.60 = 494.99. 4. Income tax (R5): taxable 494.99 ≤ free 900.00, so tax = 0.00. 5. Net pay (R6): 599.56 - 35.97 - 68.60 - 0.00 = 494.99. Let me verify with calculate.
Tool
{
"results": {"contribution_base": "599.56", "employee_contribution": "35.97", "deduction_cap_check": "400.00", "taxable_pay": "494.99", "tax_free_portion": "494.99", "middle_portion": "0", "upper_portion": "0", "income_tax": "0.00", "net_pay": "494.99"}
}
Assistant
All checks pass. The contract/payroll conflict (1019.55 vs 599.56) is resolved by the approved amendment effective 2026-01 (≤ 2026-12) whose amount equals the payroll record's gross pay under R9.
```json
{
"decision": "calculate",
"currency": "LCR",
"gross_pay": "599.56",
"employee_contribution": "35.97",
"allowed_deduction": "68.60",
"taxable_pay": "494.99",
"income_tax": "0.00",
"net_pay": "494.99",
"clauses": ["R1", "R2", "R3", "R4", "R5", "R6", "R9"],
"explanation": "Payroll month 2026-12 selects the second-half reference row (rate 0.06, cap 4000.00, deduction cap 400.00, free 900.00, upper 2800.00, middle 0.14, upper 0.20). Contract gross_pay 1019.55 conflicts with the payroll record, but the approved amendment (599.56, effective 2026-01, matching amount) resolves it under R9. Contribution = 0.06 x min(599.56, 4000.00) = 35.97. Allowed deduction 68.60 is within the 400.00 cap and available pay (563.59). Taxable pay = 599.56 - 35.97 - 68.60 = 494.99, entirely within the 900.00 tax-free band, so income tax is 0.00. Net pay = 599.56 - 35.97 - 68.60 - 0.00 = 494.99."
}
```
Reasoning
All checks pass:
- Employee contribution: 0.06 × 599.56 = 35.9736 → 35.97 (R3)
- Allowed deduction 68.60 ≤ 400.00 cap and ≤ 563.59 available pay (R4)
- Taxable pay: 599.56 − 35.97 − 68.60 = 494.99 (R4)
- Income tax: 494.99 ≤ 900.00 free → 0.00 (R5)
- Net pay: 599.56 − 35.97 − 68.60 − 0.00 = 494.99 (R6)
Conflict resolution: contract gross_pay 1019.55 differs from payroll 599.56, but the amendment (599.56, approved: true, effective 2026-01 ≤ 2026-12, amount equals payroll gross) resolves it under R9. So I cite R1–R6 and R9.
Answer JSON:
{
"decision": "calculate",
"currency": "LCR",
"gross_pay": "599.56",
"employee_contribution": "35.97",
"allowed_deduction": "68.60",
"taxable_pay": "494.99",
"income_tax": "0.00",
"net_pay": "494.99",
"clauses": ["R1", "R2", "R3", "R4", "R5", "R6", "R9"]
}
Maybe include an explanation about the amendment resolving the conflict. The optional explanation string is permitted. I'll add a brief one.
Rollout #2 95.0% citations · 6 tool calls · 12.5s · $0.0019
| Component | Score | Clauses |
|---|---|---|
| decision | 100.0% | R1 R2 R3 R4 R5 R6 R9 |
| exact | 100.0% | R1 R2 R3 R4 R5 R6 R9 |
| field accuracy | 100.0% | R1 R2 R3 R4 R5 R6 R9 |
| citations | 0.0% | R1 R2 R3 R4 R5 R6 R9 |
Assistant
list_documents()Reasoning
Let me start by listing the documents to get the case inputs.
Tool
[
{"id": "168ee1fead32400b-payroll", "kind": "payroll"},
{"id": "168ee1fead32400b-contract", "kind": "contract"},
{"id": "168ee1fead32400b-amendment", "kind": "amendment"}
]
Assistant
read_document(document_id="168ee1fead32400b-payroll")read_document(document_id="168ee1fead32400b-contract")read_document(document_id="168ee1fead32400b-amendment")Reasoning
There's a payroll, contract, and amendment. Let me read all three.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "599.56", "payroll_month": "2026-12", "allowed_deduction": "68.60"}
}
Tool
{
"kind": "contract",
"gross_pay": "1019.55"
}
Tool
{
"kind": "amendment",
"gross_pay": "599.56",
"approved": true,
"effective_month": "2026-01"
}
Assistant
lookup_reference(reference="second-half")The payroll record shows gross_pay 599.56 for 2026-12, but the contract states 1019.55 — a conflict. The amendment (599.56, approved, effective 2026-01) appears to resolve it under R9. Now I need the reference row for December 2026 (second half of the year).
Reasoning
Payroll record: gross_pay = 599.56, payroll_month = 2026-12, allowed_deduction = 68.60. Contract gross_pay = 1019.55 — differs from payroll gross_pay 599.56. So there's a conflict (R7 step 4). But there's an amendment: gross_pay = 599.56, approved = true, effective_month = 2026-01, which is no later than payroll month 2026-12, and its amount equals the payroll record's gross pay (599.56). So under R9, the amendment resolves the conflict. Gross pay = 599.56. Now I need the reference row for 2026-12. Only 2026 is covered. Which half does December fall in? First-half and second-half — likely first half is Jan–Jun, second half is Jul–Dec. December is in the second half. Let me look up the second-half reference. Also, need to check the allowed deduction: 68.60 must not exceed the deduction cap or gross pay minus rounded employee contribution. Let me get the reference row first.
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.06",
"cap": "4000.00",
"deduction": "400.00",
"free": "900.00",
"upper": "2800.00",
"middle_rate": "0.14",
"upper_rate": "0.20"
}
Assistant
calculate(program="contribution = round(min(4000.00, 599.56) * 0.06, 2)\ndeduction_check = max(68.60, 68.60)\navailable = 599.56 - contribution\ntaxable = 599.56 - contribution - 68.60\ntax_free_portion = min(taxable, 900.00)\nmiddle_portion = max(0.00, min(taxable, 2800.00) - 900.00)\nupper_portion = max(0.00, taxable - 2800.00)\nincome_tax = round(tax_free_portion * 0 + middle_portion * 0.14 + upper_portion * 0.20, 2)\nnet_pay = 599.56 - contribution - 68.60 - income_tax")The second-half row covers 2026-07 through 2026-12, so it applies to 2026-12. Now let me compute the payroll with exact decimal arithmetic.
Reasoning
Second-half row (covers 2026-07 through 2026-12): - rate: 0.06 - cap: 4000.00 - deduction cap: 400.00 - free: 900.00 - upper: 2800.00 - middle_rate: 0.14 - upper_rate: 0.20 Now compute: 1. Employee contribution = round(min(4000.00, 599.56) * 0.06, 2) = round(599.56 * 0.06, 2) = round(35.9736, 2) = 35.97. 2. Allowed deduction check: 68.60 ≤ 400.00 (cap) and ≤ gross - contribution = 599.56 - 35.97 = 563.59. OK. 3. Taxable pay = 599.56 - 35.97 - 68.60 = 494.99. 4. Income tax: taxable 494.99 ≤ free 900.00, so tax = 0.00. 5. Net pay = 599.56 - 35.97 - 68.60 - 0.00 = 494.99. Let me verify with the calculator.
Tool
{
"results": {"contribution": "35.97", "deduction_check": "68.60", "available": "563.59", "taxable": "494.99", "tax_free_portion": "494.99", "middle_portion": "0.00", "upper_portion": "0.00", "income_tax": "0.00", "net_pay": "494.99"}
}
Assistant
{
"decision": "calculate",
"currency": "LCR",
"gross_pay": "599.56",
"employee_contribution": "35.97",
"allowed_deduction": "68.60",
"taxable_pay": "494.99",
"income_tax": "0.00",
"net_pay": "494.99",
"clauses": ["R1", "R2", "R3", "R4", "R5", "R9"],
"explanation": "Contract gross pay (1019.55) conflicts with the payroll record (599.56), but the amendment is approved, effective 2026-01 (no later than payroll month 2026-12), and equals the payroll gross pay, so it resolves the conflict under R9. The second-half reference row (2026-07 to 2026-12) applies: contribution = round(min(4000.00, 599.56) \u00d7 0.06, 2) = 35.97. The allowed deduction 68.60 is within both the 400.00 deduction cap and gross pay minus contribution (563.59), so it is valid under R4. Taxable pay = 599.56 \u2212 35.97 \u2212 68.60 = 494.99. Taxable pay is entirely within the 900.00 tax-free band, so income tax is 0.00 under R5. Net pay = 599.56 \u2212 35.97 \u2212 68.60 \u2212 0.00 = 494.99."
}
Reasoning
All checks pass: - Employee contribution: 35.97 (min(4000.00, 599.56) * 0.06 = 35.9736 → 35.97) - Allowed deduction 68.60 ≤ 400.00 cap and ≤ 563.59 (gross − contribution). Valid. - Taxable pay: 494.99 - Income tax: taxable ≤ 900.00 free → 0.00 - Net pay: 599.56 − 35.97 − 68.60 − 0.00 = 494.99 The amendment resolves the contract conflict: approved, effective 2026-01 ≤ 2026-12, amount 599.56 equals payroll gross pay. So cite R9 as well. Answer JSON with decision: calculate, currency LCR, fields, clauses R1, R2, R3, R4, R5, R9.
Rollout #3 100.0% passed · 7 tool calls · 9.7s · $0.0012
| Component | Score | Clauses |
|---|---|---|
| decision | 100.0% | R1 R2 R3 R4 R5 R6 R9 |
| exact | 100.0% | R1 R2 R3 R4 R5 R6 R9 |
| field accuracy | 100.0% | R1 R2 R3 R4 R5 R6 R9 |
| citations | 100.0% | R1 R2 R3 R4 R5 R6 R9 |
Assistant
list_documents()lookup_reference(reference="first-half")lookup_reference(reference="second-half")Reasoning
Let me start by listing documents and looking up references. Actually, I need to first list documents to see what's in the case. I can also call lookup_reference for first-half and second-half in parallel since they're independent.
Tool
[
{"id": "168ee1fead32400b-payroll", "kind": "payroll"},
{"id": "168ee1fead32400b-contract", "kind": "contract"},
{"id": "168ee1fead32400b-amendment", "kind": "amendment"}
]
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.06",
"cap": "4500.00",
"deduction": "400.00",
"free": "900.00",
"upper": "3000.00",
"middle_rate": "0.14",
"upper_rate": "0.22"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.06",
"cap": "4000.00",
"deduction": "400.00",
"free": "900.00",
"upper": "2800.00",
"middle_rate": "0.14",
"upper_rate": "0.20"
}
Assistant
read_document(document_id="168ee1fead32400b-payroll")read_document(document_id="168ee1fead32400b-contract")read_document(document_id="168ee1fead32400b-amendment")Reasoning
Now let me read the three documents.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "599.56", "payroll_month": "2026-12", "allowed_deduction": "68.60"}
}
Tool
{
"kind": "contract",
"gross_pay": "1019.55"
}
Tool
{
"kind": "amendment",
"gross_pay": "599.56",
"approved": true,
"effective_month": "2026-01"
}
Assistant
calculate(program="contribution_raw = min(599.56, 4000.00) * 0.06\ncontribution = round(contribution_raw, 2)\navailable = 599.56 - contribution\ntaxable = 599.56 - contribution - 68.60\ntax = max(0, taxable - 900.00) * 0.14\nnet = 599.56 - contribution - 68.60 - round(tax, 2)")The payroll month is 2026-12, so the second-half row applies (rate 0.06, cap 4000.00, deduction cap 400.00, free 900.00). The contract (1019.55) conflicts with the payroll gross pay (599.56), but the amendment is approved, effective 2026-01 (no later than 2026-12), and its amount equals the payroll record's gross pay — so it resolves the conflict under R9. Let me compute exactly.
Reasoning
Payroll month: 2026-12 → second-half row: rate 0.06, cap 4000.00, deduction 400.00, free 900.00, upper 2800.00, middle_rate 0.14, upper_rate 0.20. Gross pay: 599.56. Contract gross pay is 1019.55, which differs from payroll gross pay 599.56. Amendment: gross_pay 599.56, approved true, effective_month 2026-01 ≤ 2026-12, and amount equals payroll record's gross pay (599.56 = 599.56). So the conflict is resolved under R9. So we proceed with gross_pay = 599.56. Employee contribution: min(599.56, 4000.00) * 0.06 = 599.56 * 0.06 = 35.9736 → round to 35.97. Allowed deduction: 68.60. Check: must not exceed deduction cap 400.00 — OK. Must not exceed gross pay minus rounded contribution: 599.56 - 35.97 = 563.59. 68.60 ≤ 563.59 — OK. Taxable pay: 599.56 - 35.97 - 68.60 = 494.99. Income tax: taxable pay 494.99 ≤ free 900.00, so tax = 0.00. Net pay: 599.56 - 35.97 - 68.60 - 0.00 = 494.99. Let me verify with calculate.
Tool
{
"results": {"contribution_raw": "35.9736", "contribution": "35.97", "available": "563.59", "taxable": "494.99", "tax": "0.00", "net": "494.99"}
}
Assistant
{
"decision": "calculate",
"currency": "LCR",
"gross_pay": "599.56",
"employee_contribution": "35.97",
"allowed_deduction": "68.60",
"taxable_pay": "494.99",
"income_tax": "0.00",
"net_pay": "494.99",
"clauses": ["R1", "R2", "R3", "R4", "R5", "R6", "R9"],
"explanation": "Payroll month 2026-12 selects the second-half reference row (rate 0.06, cap 4000.00, deduction cap 400.00, tax-free 900.00). Contract gross pay (1019.55) conflicted with the payroll record (599.56), but the approved amendment effective 2026-01 matches the payroll gross pay, resolving the conflict under R9. Contribution = 0.06 \u00d7 min(599.56, 4000.00) = 35.9736 \u2192 35.97. Allowed deduction 68.60 is within the 400.00 cap and within available pay (599.56 \u2212 35.97 = 563.59). Taxable pay = 599.56 \u2212 35.97 \u2212 68.60 = 494.99, which is below the 900.00 tax-free amount, so income tax is 0.00. Net pay = 599.56 \u2212 35.97 \u2212 68.60 \u2212 0.00 = 494.99."
}
Reasoning
All checks pass: - Contribution: 35.97 (0.06 × min(599.56, 4000.00) = 35.9736 → 35.97) - Allowed deduction 68.60 ≤ cap 400.00 and ≤ available 563.59 (R4) - Taxable pay: 494.99 - Tax: 0.00 (below free 900.00) - Net: 494.99 Citations: R1 (row selection), R2 (rounding), R3 (contribution), R4 (deduction/taxable), R5 (tax), R6 (net/answer), R9 (amendment resolves conflict).