← Heatmap / GLM 5.3 Flash · Task 17
GLM 5.3 Flash · Tool use · Task 17 (Calculation, at the tax-free line)
Mean 50.0%
| Field | Expected | Rollout #1 (-50%) | Rollout #2 (100%) | Rollout #3 (100%) |
|---|---|---|---|---|
| decision | calculate | (malformed) | calculate | calculate |
| currency | LCR | (malformed) | LCR | LCR |
| gross pay | 1430.25 | (malformed) | 1430.25 | 1430.25 |
| employee contribution | 114.42 | (malformed) | 114.42 | 114.42 |
| allowed deduction | 115.82 | (malformed) | 115.82 | 115.82 |
| taxable pay | 1200.01 | (malformed) | 1200.01 | 1200.01 |
| income tax | 0.00 | (malformed) | 0.00 | 0.00 |
| net pay | 1200.01 | (malformed) | 1200.01 | 1200.01 |
| clauses | R1 R2 R3 R4 R5 R6 | (malformed) | R1 R2 R3 R4 R5 R6 | R1 R2 R3 R4 R5 R6 |
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 · 6 tool calls · 13.6s · $0.0028
| Component | Score | Clauses |
|---|---|---|
| decision | 0.0% | R1 R2 R3 R4 R5 R6 |
| exact | 0.0% | R1 R2 R3 R4 R5 R6 |
| field accuracy | 0.0% | R1 R2 R3 R4 R5 R6 |
| citations | 0.0% | R1 R2 R3 R4 R5 R6 |
Assistant
list_documents()Reasoning
Let me start by listing the documents to get the case inputs.
Tool
[
{"id": "c0b6cf337e756b28-payroll", "kind": "payroll"},
{"id": "c0b6cf337e756b28-contract", "kind": "contract"}
]
Assistant
read_document(document_id="c0b6cf337e756b28-payroll")read_document(document_id="c0b6cf337e756b28-contract")Reasoning
There's a payroll record and a contract. Let me read both.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "1430.25", "payroll_month": "2026-03", "allowed_deduction": "115.82"}
}
Tool
{
"kind": "contract",
"gross_pay": "1430.25"
}
Assistant
lookup_reference(reference="first-half")Reasoning
Payroll record: gross_pay = 1430.25, payroll_month = 2026-03, allowed_deduction = 115.82. Contract gross_pay = 1430.25 — matches, no conflict, no amendment needed. Payroll month 2026-03 is in 2026, so covered. March is in the first half of the year, so I need the first-half reference row.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.08",
"cap": "4000.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3000.00",
"middle_rate": "0.14",
"upper_rate": "0.18"
}
Assistant
calculate(program="contribution = round(min(4000.00, 1430.25) * 0.08, 2)\navailable = 1430.25 - contribution\ntaxable = 1430.25 - contribution - 115.82\nabove_free = max(0, taxable - 1200.00)\nmiddle_portion = min(above_free, 3000.00 - 1200.00)\nupper_portion = max(0, above_free - (3000.00 - 1200.00))\ntax = round(middle_portion * 0.14 + upper_portion * 0.18, 2)\nnet = 1430.25 - contribution - 115.82 - tax\ncap_ok = 115.82 <= 400.00\navail_ok = 115.82 <= available")The contract gross pay (1430.25) matches the payroll record, so no amendment is needed. March 2026 falls in the first-half reference row (2026-01 through 2026-06). Now I'll compute the exact figures.
Reasoning
First-half row applies to months 2026-01 through 2026-06 (the "months" field says ["2026-01", "2026-06"], which presumably means the range 2026-01 to 2026-06). 2026-03 falls in this range. Values: - contribution rate: 0.08 - wage cap: 4000.00 - deduction cap: 400.00 - tax-free: 1200.00 - upper bracket boundary: 3000.00 - middle rate: 0.14 - upper rate: 0.18 Now compute: 1. Employee contribution = 0.08 * min(1430.25, 4000.00) = 0.08 * 1430.25 = 114.42 2. Allowed deduction = 115.82. Check: does not exceed deduction cap 400.00. Does it exceed gross pay minus rounded employee contribution? 1430.25 - 114.42 = 1315.83. 115.82 ≤ 1315.83. OK. 3. Taxable pay = 1430.25 - 114.42 - 115.82 = 1200.01 4. Income tax: taxable pay 1200.01. Tax-free up to 1200.00 untaxed. Portion above 1200.00 up to 3000.00 uses middle rate 0.14. So tax = 0.01 * 0.14 = 0.0014 → round half up to 0.00? Round(0.0014, 2) = 0.00. Hmm, that rounds to 0.00. Wait, let me double-check: taxable pay = 1200.01. The portion above the tax-free amount (1200.00) is 0.01. Tax = 0.01 * 0.14 = 0.0014. Rounded to two decimals: 0.00. 5. Net pay = 1430.25 - 114.42 - 115.82 - 0.00 = 1200.01. Let me verify with the calculator to be exact.
Tool
{
"error": "Unsupported expression; use numbers, names, + - * /, min, max, round(x, 2)"
}
Assistant
calculate(program="contribution = round(min(4000.00, 1430.25) * 0.08, 2)\navailable = 1430.25 - contribution\ntaxable = 1430.25 - contribution - 115.82\nabove_free = max(0, taxable - 1200.00)\nmiddle_portion = min(above_free, 1800.00)\nupper_portion = max(0, above_free - 1800.00)\ntax = round(middle_portion * 0.14 + upper_portion * 0.18, 2)\nnet = 1430.25 - contribution - 115.82 - tax")Reasoning
The calculator doesn't support booleans/comparisons. Let me remove those lines.
Tool
{
"results": {"contribution": "114.42", "available": "1315.83", "taxable": "1200.01", "above_free": "0.01", "middle_portion": "0.01", "upper_portion": "0", "tax": "0.00", "net": "1200.01"}
}
Assistant
```json
{
"decision": "calculate",
"currency": "LCR",
"gross_pay": "1430.25",
"employee_contribution": "114.42",
"allowed_deduction": "115.82",
"taxable_pay": "1200.01",
"income_tax": "0.00",
"net_pay": "1200.01",
"clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
"explanation": "Payroll month 2026-03 selects the first-half reference row (2026-01 through 2026-06) per R1. Employee contribution = 0.08 × min(1430.25, 4000.00) = 114.42 (R3). Allowed deduction 115.82 is within the 400.00 deduction cap and within gross pay minus contribution (1315.83) (R4). Taxable pay = 1430.25 − 114.42 − 115.82 = 1200.01 (R4). Tax: 0.01 above the 1200.00 tax-free amount taxed at middle rate 0.14 = 0.0014, rounded half-up to 0.00 (R2, R5). Net pay = 1430.25 − 114.42 − 115.82 − 0.00 = 1200.01 (R6). Contract gross pay matches the payroll record, so no amendment is required under R9."
}
```
Reasoning
All checks pass: - Contribution: 0.08 × min(1430.25, 4000.00) = 114.42 (R3) - Allowed deduction 115.82 ≤ cap 400.00 and ≤ available 1315.83 (R4) - Taxable pay = 1200.01 - Income tax: 0.01 above free at middle rate 0.14 = 0.0014 → rounds to 0.00 (R2, R5) - Net pay = 1200.01 Answer JSON with clauses R1–R6 (R9 not needed since contract matches).
Rollout #2 100.0% passed · 5 tool calls · 13.8s · $0.0022
| Component | Score | Clauses |
|---|---|---|
| decision | 100.0% | R1 R2 R3 R4 R5 R6 |
| exact | 100.0% | R1 R2 R3 R4 R5 R6 |
| field accuracy | 100.0% | R1 R2 R3 R4 R5 R6 |
| citations | 100.0% | R1 R2 R3 R4 R5 R6 |
Assistant
list_documents()Reasoning
Let me start by listing the documents to get the case inputs.
Tool
[
{"id": "c0b6cf337e756b28-payroll", "kind": "payroll"},
{"id": "c0b6cf337e756b28-contract", "kind": "contract"}
]
Assistant
read_document(document_id="c0b6cf337e756b28-payroll")read_document(document_id="c0b6cf337e756b28-contract")Reasoning
Let me read both documents.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "1430.25", "payroll_month": "2026-03", "allowed_deduction": "115.82"}
}
Tool
{
"kind": "contract",
"gross_pay": "1430.25"
}
Assistant
lookup_reference(reference="first-half")Reasoning
Payroll record: gross_pay = 1430.25, payroll_month = 2026-03, allowed_deduction = 115.82. Contract gross_pay = 1430.25 matches, no conflict. Payroll month 2026-03 is in the first half of 2026. I need to look up the reference row via lookup_reference. The case may include an authoritative reference_tables schedule — R1 says in tool mode this schedule is available only through lookup_reference. Let me check both halves? The month 2026-03 is first half (January–June presumably). Let me look up "first-half". Actually, I should check both to see if the schedule exists. But the month is 2026-03, which is first half. Let me call lookup_reference with first-half. Maybe also second-half isn't needed. But to be safe, I could call both in parallel. The instruction says reference rows are available only through lookup_reference. Let me call first-half.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.08",
"cap": "4000.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3000.00",
"middle_rate": "0.14",
"upper_rate": "0.18"
}
Assistant
calculate(program="contribution_base = min(1430.25, 4000.00)\nemployee_contribution = round(contribution_base * 0.08, 2)\ndeduction_cap_check = min(115.82, 400.00)\navailable_check = 1430.25 - employee_contribution\ntaxable_pay = round(1430.25 - employee_contribution - 115.82, 2)\nfree_portion = min(taxable_pay, 1200.00)\nmiddle_portion = max(0, min(taxable_pay, 3000.00) - 1200.00)\nupper_portion = max(0, taxable_pay - 3000.00)\nincome_tax = round(free_portion * 0 + middle_portion * 0.14 + upper_portion * 0.18, 2)\nnet_pay = round(1430.25 - employee_contribution - 115.82 - income_tax, 2)")The payroll month 2026-03 falls in the first-half reference row (2026-01 through 2026-06), and the contract gross pay matches the payroll record, so there is no conflict. Now I'll compute the exact figures.
Reasoning
The first-half row covers 2026-01 through 2026-06 (months: ["2026-01", "2026-06"] — presumably inclusive range). Payroll month 2026-03 falls in this range. Reference row: - rate: 0.08 - cap: 4000.00 - deduction cap: 400.00 - free: 1200.00 - upper: 3000.00 - middle_rate: 0.14 - upper_rate: 0.18 Inputs: - gross_pay = 1430.25 - allowed_deduction = 115.82 (must not exceed deduction cap 400.00 and gross pay minus rounded employee contribution) Calculations: 1. Employee contribution = rate * min(gross, cap) = 0.08 * min(1430.25, 4000.00) = 0.08 * 1430.25 = 114.42 2. Allowed deduction check: 115.82 ≤ 400.00 ✓; 115.82 ≤ gross - contribution = 1430.25 - 114.42 = 1315.83 ✓ 3. Taxable pay = 1430.25 - 114.42 - 115.82 = 1200.01 4. Income tax: taxable up to 1200.00 is free; portion above free up to upper (3000.00) uses middle rate 0.14. Taxable = 1200.01. Free portion = 1200.00 untaxed. Above free = 0.01, which is ≤ upper boundary (3000 - 1200 = 1800 portion). Tax = 0.01 * 0.14 = 0.0014 → round to 0.00. Wait, careful with bracket boundaries: "Taxable pay up to the tax-free amount is untaxed. The portion above that amount up to the upper-bracket boundary uses the middle rate. The portion above the upper-bracket boundary uses the upper rate." So the middle bracket applies to the portion above 1200.00 up to 3000.00. Taxable = 1200.01, so portion above 1200.00 = 0.01, taxed at 0.14 = 0.0014. Rounded half-up to 0.00. Upper bracket: none. 5. Net pay = 1430.25 - 114.42 - 115.82 - 0.00 = 1200.01 Let me verify with the calculator for exactness.
Tool
{
"results": {"contribution_base": "1430.25", "employee_contribution": "114.42", "deduction_cap_check": "115.82", "available_check": "1315.83", "taxable_pay": "1200.01", "free_portion": "1200.00", "middle_portion": "0.01", "upper_portion": "0", "income_tax": "0.00", "net_pay": "1200.01"}
}
Assistant
{
"decision": "calculate",
"currency": "LCR",
"gross_pay": "1430.25",
"employee_contribution": "114.42",
"allowed_deduction": "115.82",
"taxable_pay": "1200.01",
"income_tax": "0.00",
"net_pay": "1200.01",
"clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
"explanation": "Payroll month 2026-03 selects the first-half reference row (rate 0.08, cap 4000.00, deduction cap 400.00, free 1200.00, upper 3000.00, middle 0.14, upper 0.18). Employee contribution = 0.08 \u00d7 min(1430.25, 4000.00) = 114.42. Allowed deduction 115.82 is within the 400.00 cap and within available pay of 1430.25 \u2212 114.42 = 1315.83. Taxable pay = 1430.25 \u2212 114.42 \u2212 115.82 = 1200.01. Tax: 1200.00 untaxed, 0.01 at 0.14 = 0.0014, rounded to 0.00. Net pay = 1430.25 \u2212 114.42 \u2212 115.82 \u2212 0.00 = 1200.01. Contract gross pay matches the payroll record, so no amendment is needed."
}
Reasoning
All checks pass: - Employee contribution: 0.08 × 1430.25 = 114.42 (R3) - Allowed deduction 115.82 ≤ 400.00 cap and ≤ 1315.83 available (R4) - Taxable pay = 1430.25 − 114.42 − 115.82 = 1200.01 (R4) - Income tax: 1200.00 untaxed, 0.01 × 0.14 = 0.0014 → 0.00 (R5) - Net pay = 1430.25 − 114.42 − 115.82 − 0.00 = 1200.01 (R6) Citations: R1 (row selection), R2 (rounding), R3 (contribution), R4 (deduction/taxable), R5 (tax), R6 (net pay). Contract matches so no R9 needed. Output JSON without fences.
Rollout #3 100.0% passed · 5 tool calls · 15.1s · $0.0019
| Component | Score | Clauses |
|---|---|---|
| decision | 100.0% | R1 R2 R3 R4 R5 R6 |
| exact | 100.0% | R1 R2 R3 R4 R5 R6 |
| field accuracy | 100.0% | R1 R2 R3 R4 R5 R6 |
| citations | 100.0% | R1 R2 R3 R4 R5 R6 |
Assistant
list_documents()Reasoning
Let me start by listing the documents to see what's in this case.
Tool
[
{"id": "c0b6cf337e756b28-payroll", "kind": "payroll"},
{"id": "c0b6cf337e756b28-contract", "kind": "contract"}
]
Assistant
read_document(document_id="c0b6cf337e756b28-payroll")read_document(document_id="c0b6cf337e756b28-contract")Tool
{
"kind": "payroll",
"record": {"gross_pay": "1430.25", "payroll_month": "2026-03", "allowed_deduction": "115.82"}
}
Tool
{
"kind": "contract",
"gross_pay": "1430.25"
}
Assistant
lookup_reference(reference="first-half")Reasoning
The payroll record has: - gross_pay: 1430.25 - payroll_month: 2026-03 - allowed_deduction: 115.82 Contract gross_pay: 1430.25 — matches, no conflict. Payroll month 2026-03 is covered (only 2026 is covered). March is first half of the year. Let me look up the first-half reference row.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.08",
"cap": "4000.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3000.00",
"middle_rate": "0.14",
"upper_rate": "0.18"
}
Assistant
calculate(program="gross_pay = 1430.25\ncontribution = round(min(1430.25, 4000.00) * 0.08, 2)\navailable = gross_pay - contribution\ntaxable = gross_pay - contribution - 115.82\nmiddle_portion = max(0, min(taxable, 3000.00) - 1200.00)\nupper_portion = max(0, taxable - 3000.00)\nincome_tax = round(middle_portion * 0.14 + upper_portion * 0.18, 2)\nnet_pay = gross_pay - contribution - 115.82 - income_tax")Reasoning
The first-half row covers months 2026-01 through 2026-06 (the "months" field shows the range endpoints presumably). 2026-03 falls within. So: - rate: 0.08 - cap: 4000.00 - deduction cap: 400.00 - free: 1200.00 - upper: 3000.00 - middle_rate: 0.14 - upper_rate: 0.18 Now compute: - Employee contribution = 0.08 * min(1430.25, 4000.00) = 0.08 * 1430.25 = 114.42 - Allowed deduction check: 115.82 ≤ 400.00 (cap) and ≤ gross pay − contribution = 1430.25 − 114.42 = 1315.83. Yes, valid. - Taxable pay = 1430.25 − 114.42 − 115.82 = 1200.01 - Income tax: taxable 1200.01. Tax-free = 1200.00. Portion above free up to upper (3000.00) at middle rate 0.14: (1200.01 − 1200.00) = 0.01 * 0.14 = 0.0014. Upper bracket: 0. Total = 0.0014 → round to 0.00? Round half up to two decimals: 0.0014 rounds to 0.00. Hmm, that gives income_tax = 0.00. Wait, let me double-check: 0.01 * 0.14 = 0.0014. Rounded to two decimals = 0.00. So income tax = 0.00. - Net pay = 1430.25 − 114.42 − 115.82 − 0.00 = 1200.01. Let me verify with the calculator.
Tool
{
"results": {"gross_pay": "1430.25", "contribution": "114.42", "available": "1315.83", "taxable": "1200.01", "middle_portion": "0.01", "upper_portion": "0", "income_tax": "0.00", "net_pay": "1200.01"}
}
Assistant
{
"decision": "calculate",
"currency": "LCR",
"gross_pay": "1430.25",
"employee_contribution": "114.42",
"allowed_deduction": "115.82",
"taxable_pay": "1200.01",
"income_tax": "0.00",
"net_pay": "1200.01",
"clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
"explanation": "Payroll month 2026-03 selects the first-half reference row (rate 0.08, cap 4000.00, deduction cap 400.00, free 1200.00, upper 3000.00, middle 0.14, upper 0.18). Contract gross pay (1430.25) matches the payroll record, so no amendment is needed. Employee contribution = 0.08 \u00d7 min(1430.25, 4000.00) = 114.42. Allowed deduction 115.82 is within both the 400.00 cap and gross pay minus contribution (1315.83). Taxable pay = 1430.25 \u2212 114.42 \u2212 115.82 = 1200.01. Tax: 0.01 above the 1200.00 free amount at 14% = 0.0014, rounding to 0.00. Net pay = 1430.25 \u2212 114.42 \u2212 115.82 \u2212 0.00 = 1200.01."
}
Reasoning
All checks pass: 1. Required inputs present: gross_pay (1430.25), payroll_month (2026-03). R1, R7 OK. 2. Month 2026-03 covered by first-half reference row (2026-01 through 2026-06). R1 OK. 3. Contract gross_pay 1430.25 matches payroll gross_pay — no conflict, no amendment needed. R9 not needed. 4. Employee contribution: 0.08 × min(1430.25, 4000.00) = 114.42 (R3, R2). 5. Allowed deduction 115.82 ≤ 400.00 cap and ≤ available 1315.83 (R4). 6. Taxable pay = 1200.01 (R4). 7. Income tax: 1200.01 − 1200.00 = 0.01 at 14% = 0.0014 → 0.00 (R5, R2). 8. Net pay = 1430.25 − 114.42 − 115.82 − 0.00 = 1200.01 (R6). Return the JSON with decision "calculate", currency "LCR", all money fields as two-decimal strings, clauses R1–R6.