← Heatmap / GLM 5.3 Flash · Task 55
GLM 5.3 Flash · Tool use · Task 55 (Calculation, middle bracket)
Mean 50.0%
| Field | Expected | Rollout #1 (100%) | Rollout #2 (-50%) | Rollout #3 (100%) |
|---|---|---|---|---|
| decision | calculate | calculate | (malformed) | calculate |
| currency | LCR | LCR | (malformed) | LCR |
| gross pay | 3092.77 | 3092.77 | (malformed) | 3092.77 |
| employee contribution | 216.49 | 216.49 | (malformed) | 216.49 |
| allowed deduction | 0.00 | 0.00 | (malformed) | 0.00 |
| taxable pay | 2876.28 | 2876.28 | (malformed) | 2876.28 |
| income tax | 187.63 | 187.63 | (malformed) | 187.63 |
| net pay | 2688.65 | 2688.65 | (malformed) | 2688.65 |
| clauses | R1 R2 R3 R4 R5 R6 | R1 R2 R3 R4 R5 R6 | (malformed) | 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 #1 100.0% passed · 5 tool calls · 12.7s · $0.0024
| 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": "2dabbb0836821c10-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="2dabbb0836821c10-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "3092.77", "payroll_month": "2026-06"}
}
Assistant
lookup_reference(reference="second-half")Reasoning
The payroll record has gross_pay = 3092.77 and payroll_month = 2026-06. No contract_gross_pay, no amendment, no allowed_deduction (defaults to 0.00). Now I need to look up the reference row for 2026-06. June is the second half of the year, so I should use lookup_reference with "second-half".
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.08",
"cap": "4500.00",
"deduction": "400.00",
"free": "1100.00",
"upper": "3600.00",
"middle_rate": "0.12",
"upper_rate": "0.18"
}
Assistant
lookup_reference(reference="first-half")Reasoning
The second-half reference covers months 2026-07 and 2026-12, but the payroll month is 2026-06. Let me check the first-half reference to see if it covers 2026-06.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.07",
"cap": "3500.00",
"deduction": "400.00",
"free": "1000.00",
"upper": "3000.00",
"middle_rate": "0.10",
"upper_rate": "0.18"
}
Assistant
calculate(program="gross = 3092.77\ncap = 3500.00\nrate = 0.07\ncontribution = round(min(gross, cap) * rate, 2)\nallowed = 0.00\ntaxable = gross - contribution - allowed\nfree = 1000.00\nupper = 3000.00\nmiddle_rate = 0.10\nupper_rate = 0.18\nmiddle_portion = max(0, min(taxable, upper) - free)\nupper_portion = max(0, taxable - upper)\ntax = round(middle_portion * middle_rate + upper_portion * upper_rate, 2)\nnet = gross - contribution - allowed - tax")Reasoning
The first-half reference covers 2026-01 and 2026-06. So the payroll month 2026-06 uses the first-half row: - rate: 0.07 - cap: 3500.00 - deduction cap: 400.00 - free: 1000.00 - upper: 3000.00 - middle_rate: 0.10 - upper_rate: 0.18 Now calculate: Employee contribution (R3): rate * min(gross, cap) = 0.07 * min(3092.77, 3500.00) = 0.07 * 3092.77 = 216.4939 → round to 216.49. Allowed deduction: omitted → 0.00 (R4). Taxable pay (R4): gross - contribution - allowed_deduction = 3092.77 - 216.49 - 0.00 = 2876.28. Income tax (R5): - Portion up to free (1000.00): untaxed. - Portion above free up to upper (3000.00): (3000 - 1000) = 2000 at middle_rate 0.10 = 200.00. - Portion above upper (3000.00): 2876.28 - 3000 = negative, so 0 at upper_rate. - Total tax = 200.00. Net pay (R6): gross - contribution - allowed_deduction - tax = 3092.77 - 216.49 - 0.00 - 200.00 = 2676.28. Let me verify with the calculate tool for exact decimal arithmetic.
Tool
{
"results": {"gross": "3092.77", "cap": "3500.00", "rate": "0.07", "contribution": "216.49", "allowed": "0.00", "taxable": "2876.28", "free": "1000.00", "upper": "3000.00", "middle_rate": "0.10", "upper_rate": "0.18", "middle_portion": "1876.28", "upper_portion": "0", "tax": "187.63", "net": "2688.65"}
}
Assistant
{
"decision": "calculate",
"currency": "LCR",
"gross_pay": "3092.77",
"employee_contribution": "216.49",
"allowed_deduction": "0.00",
"taxable_pay": "2876.28",
"income_tax": "187.63",
"net_pay": "2688.65",
"clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
"explanation": "Payroll month 2026-06 selects the first-half reference row (R1): rate 0.07, cap 3500.00, deduction cap 400.00, free 1000.00, upper 3000.00, middle_rate 0.10, upper_rate 0.18. Employee contribution = 0.07 \u00d7 min(3092.77, 3500.00) = 216.49 (R3). Allowed deduction omitted, defaults to 0.00 (R4). Taxable pay = 3092.77 \u2212 216.49 \u2212 0.00 = 2876.28 (R4). Income tax: 0 on the first 1000.00, 0.10 \u00d7 (2876.28 \u2212 1000.00) = 187.628 on the middle band, 0 above 3000.00; total rounded half-up to 187.63 (R2, R5). Net pay = 3092.77 \u2212 216.49 \u2212 0.00 \u2212 187.63 = 2688.65 (R6)."
}
Reasoning
Let me double-check the arithmetic:
- contribution: 0.07 * 3092.77 = 216.4939 → 216.49 (round half up to 2 decimals: 216.4939 → 216.49). Correct.
- taxable: 3092.77 - 216.49 = 2876.28. Correct.
- tax: taxable 2876.28 is above free (1000.00) and below upper (3000.00).
- Middle bracket: taxable - free = 2876.28 - 1000.00 = 1876.28 at 0.10 = 187.628 → rounds to 187.63.
- Upper bracket: 0.
- Total tax = 187.628 → rounded to 187.63.
Wait — R2 says "Do not round intermediate bracket products separately before summing income tax." So the sum is 187.628, which rounds half-up to 187.63. The calculator rounded the total, giving 187.63. Correct.
- net: 3092.77 - 216.49 - 0.00 - 187.63 = 2688.65. Correct.
The first calculation I did mentally (200.00 tax) was wrong because I misapplied the brackets — the middle portion is taxable minus free, capped at upper, not the full 2000. The calculator's result is right: middle_portion = min(taxable, upper) - free = min(2876.28, 3000) - 1000 = 1876.28, tax = 187.628 → 187.63.
So final answer:
{
"decision": "calculate",
"currency": "LCR",
"gross_pay": "3092.77",
"employee_contribution": "216.49",
"allowed_deduction": "0.00",
"taxable_pay": "2876.28",
"income_tax": "187.63",
"net_pay": "2688.65",
"clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
No amendment, no conflict, so R9 not needed. Clauses: R1 (row selection), R2 (rounding), R3 (contribution), R4 (allowed deduction/taxable pay), R5 (income tax), R6 (net pay/answer format).
Rollout #2 -50.0% malformed · 5 tool calls · 10.1s · $0.0014
| 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": "2dabbb0836821c10-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="2dabbb0836821c10-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "3092.77", "payroll_month": "2026-06"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")Reasoning
The payroll record has: - gross_pay: 3092.77 - payroll_month: 2026-06 No contract_gross_pay, no amendment, no allowed_deduction (defaults to 0.00). Now I need to look up the reference row for 2026-06. The month 2026-06 is in the second half of the year? Let me check. "first-half" and "second-half" — likely first half is Jan–Jun, second half is Jul–Dec. June 2026 would be first half. Let me look up both to be safe? Actually, the tool says "Read first-half or second-half payroll reference rates and effective months." I should check the effective months. June is month 6, which is likely first half (Jan–Jun). Let me look up first-half. But to be safe, I could look up both in parallel since they're independent calls.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.07",
"cap": "3500.00",
"deduction": "400.00",
"free": "1000.00",
"upper": "3000.00",
"middle_rate": "0.10",
"upper_rate": "0.18"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.08",
"cap": "4500.00",
"deduction": "400.00",
"free": "1100.00",
"upper": "3600.00",
"middle_rate": "0.12",
"upper_rate": "0.18"
}
Assistant
calculate(program="contribution = round(min(3092.77, 3500.00) * 0.07, 2)\ntaxable = 3092.77 - contribution - 0.00\ntax_middle = max(0, min(taxable, 3000.00) - 1000.00)\ntax_upper = max(0, taxable - 3000.00)\ntax = round(tax_middle * 0.10 + tax_upper * 0.18, 2)\nnet = 3092.77 - contribution - 0.00 - tax")Reasoning
Payroll month is 2026-06, which falls in the first-half row (months 2026-01 through 2026-06, presumably). The row: rate 0.07, cap 3500.00, deduction cap 400.00, free 1000.00, upper 3000.00, middle_rate 0.10, upper_rate 0.18. Now calculate: - employee contribution = round(min(3092.77, 3500.00) * 0.07, 2) - allowed_deduction = 0.00 (omitted, defaults) - taxable_pay = 3092.77 - contribution - 0.00 - income tax: taxable up to 1000 free; portion above 1000 up to 3000 at 0.10; portion above 3000 at 0.18. Let me compute with the calculator.
Tool
{
"results": {"contribution": "216.49", "taxable": "2876.28", "tax_middle": "1876.28", "tax_upper": "0", "tax": "187.63", "net": "2688.65"}
}
Assistant
```json
{
"decision": "calculate",
"currency": "LCR",
"gross_pay": "3092.77",
"employee_contribution": "216.49",
"allowed_deduction": "0.00",
"taxable_pay": "2876.28",
"income_tax": "187.63",
"net_pay": "2688.65",
"clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
"explanation": "Payroll month 2026-06 selects the first-half reference row (rate 0.07, cap 3500.00, deduction cap 400.00, free 1000.00, upper 3000.00, middle_rate 0.10, upper_rate 0.18) per R1. Employee contribution = min(3092.77, 3500.00) × 0.07 = 216.49 (R3). Allowed deduction omitted, so defaults to 0.00 (R4). Taxable pay = 3092.77 − 216.49 − 0.00 = 2876.28. Income tax is marginal: first 1000.00 untaxed, next 1876.28 at 10% = 187.628, rounded half-up to 187.63; no amount above the 3000.00 upper boundary (R5, R2). Net pay = 3092.77 − 216.49 − 0.00 − 187.63 = 2688.65 (R6)."
}
```
Reasoning
Calculations: - contribution = 3092.77 * 0.07 = 216.4939 → 216.49 - taxable = 3092.77 - 216.49 = 2876.28 - tax: middle band = 2876.28 - 1000 = 1876.28 at 10% = 187.628; upper band = 0. Total = 187.628 → round to 187.63 - net = 3092.77 - 216.49 - 0.00 - 187.63 = 2688.65 All checks pass: gross_pay present, payroll_month 2026-06 covered by first-half row, no conflicting contract gross pay, no amendment. allowed_deduction omitted → 0.00. Answer JSON with decision calculate, currency LCR, and all fields as two-decimal strings. Clauses: R1 (row selection), R2 (rounding), R3 (contribution), R4 (allowed deduction/taxable), R5 (tax), R6 (net/answer). No amendment needed so no R9.
Rollout #3 100.0% passed · 5 tool calls · 12.1s · $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": "2dabbb0836821c10-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="2dabbb0836821c10-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "3092.77", "payroll_month": "2026-06"}
}
Assistant
lookup_reference(reference="second-half")Reasoning
The payroll record: gross_pay = 3092.77, payroll_month = 2026-06. No contract_gross_pay, no amendment, no allowed_deduction.
2026-06 is the second half of 2026, so I need lookup_reference("second-half").
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.08",
"cap": "4500.00",
"deduction": "400.00",
"free": "1100.00",
"upper": "3600.00",
"middle_rate": "0.12",
"upper_rate": "0.18"
}
Assistant
lookup_reference(reference="first-half")The payroll month is 2026-06, which falls in the first half of 2026. Let me check the first-half reference row.
Reasoning
Wait — the second-half reference covers months ["2026-07", "2026-12"]? That seems odd. Let me re-read. The "months" field for second-half is ["2026-07", "2026-12"]. Hmm, that's strange — a second-half schedule should cover 2026-07 through 2026-12. But it lists only ["2026-07", "2026-12"]? Maybe it's the boundaries: from 2026-07 to 2026-12. That makes sense — the range endpoints. Similarly first-half probably covers ["2026-01", "2026-06"]. So 2026-06 falls in first-half (2026-01 through 2026-06). Let me check first-half to confirm.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.07",
"cap": "3500.00",
"deduction": "400.00",
"free": "1000.00",
"upper": "3000.00",
"middle_rate": "0.10",
"upper_rate": "0.18"
}
Assistant
calculate(program="contribution = round(min(3092.77, 3500.00) * 0.07, 2)\nallowed_deduction = 0.00\ntaxable_pay = 3092.77 - contribution - allowed_deduction\nmiddle_portion = max(0.00, min(taxable_pay, 3000.00) - 1000.00)\nupper_portion = max(0.00, taxable_pay - 3000.00)\nincome_tax = round(middle_portion * 0.10 + upper_portion * 0.18, 2)\nnet_pay = 3092.77 - contribution - allowed_deduction - income_tax")The month 2026-06 falls within the first-half row (2026-01 through 2026-06): rate 0.07, cap 3500.00, deduction cap 400.00, free 1000.00, upper 3000.00, middle_rate 0.10, upper_rate 0.18. Now let me compute the payroll exactly.
Reasoning
The first-half row covers months 2026-01 through 2026-06, so 2026-06 uses the first-half row: - rate: 0.07 - cap: 3500.00 - deduction cap: 400.00 - free: 1000.00 - upper: 3000.00 - middle_rate: 0.10 - upper_rate: 0.18 Inputs: - gross_pay = 3092.77 - allowed_deduction omitted → 0.00 (R4) - No contract_gross_pay, no amendment → no conflict (R9 not needed) Calculations: 1. Employee contribution = rate * min(gross, cap) = 0.07 * min(3092.77, 3500.00) = 0.07 * 3092.77 = 216.4939 → round to 216.49 2. Allowed deduction = 0.00 (default, omitted) 3. Taxable pay = gross - contribution - deduction = 3092.77 - 216.49 - 0.00 = 2876.28 4. Income tax (marginal): - Free portion: 1000.00 → 0 tax - Middle bracket: from 1000 to 3000 → 2000.00 * 0.10 = 200.00 - Upper bracket: above 3000 → 2876.28 - 3000.00 = negative → 0. So taxable pay is below upper boundary; only middle bracket applies. - Tax = 2000.00 * 0.10 = 200.00 → 200.00 5. Net pay = 3092.77 - 216.49 - 0.00 - 200.00 = 2676.28 Let me verify with the calculator for exact decimal arithmetic.
Tool
{
"results": {"contribution": "216.49", "allowed_deduction": "0.00", "taxable_pay": "2876.28", "middle_portion": "1876.28", "upper_portion": "0.00", "income_tax": "187.63", "net_pay": "2688.65"}
}
Assistant
{
"decision": "calculate",
"currency": "LCR",
"gross_pay": "3092.77",
"employee_contribution": "216.49",
"allowed_deduction": "0.00",
"taxable_pay": "2876.28",
"income_tax": "187.63",
"net_pay": "2688.65",
"clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
"explanation": "Payroll month 2026-06 selects the first-half reference row (rate 0.07, cap 3500.00, deduction cap 400.00, free 1000.00, upper 3000.00, middle_rate 0.10, upper_rate 0.18). Employee contribution = 0.07 \u00d7 min(3092.77, 3500.00) = 216.49. Allowed deduction omitted, defaults to 0.00. Taxable pay = 3092.77 \u2212 216.49 \u2212 0.00 = 2876.28. Income tax is marginal: 0 on the first 1000.00, 0.10 \u00d7 1876.28 = 187.63 on the portion between 1000.00 and 3000.00; no upper-bracket portion since taxable pay is below 3000.00. Net pay = 3092.77 \u2212 216.49 \u2212 0.00 \u2212 187.63 = 2688.65."
}
Reasoning
Let me verify: - Contribution: 0.07 × 3092.77 = 216.4939 → 216.49 ✓ - Taxable pay: 3092.77 − 216.49 − 0.00 = 2876.28 ✓ - Middle portion: min(2876.28, 3000) − 1000 = 1876.28, taxed at 0.10 = 187.628 - Upper portion: 0 - Income tax: 187.628 → round half up → 187.63 ✓ - Net pay: 3092.77 − 216.49 − 0.00 − 187.63 = 2688.65 ✓ All checks out. R6 answer with clauses R1 (row selection), R2 (rounding), R3 (contribution), R4 (allowed deduction/taxable pay), R5 (marginal tax), R6 (net pay). No amendment needed, so no R9. Output JSON without markdown fences, no surrounding prose.