← Heatmap / GLM 5.3 Flash · Task 96
GLM 5.3 Flash · Single-turn · Task 96 (Calculation, half-cent rounding tie)
Mean 100.0%
| Field | Expected | Rollout #1 (100%) | Rollout #2 (100%) | Rollout #3 (100%) |
|---|---|---|---|---|
| decision | calculate | calculate | calculate | calculate |
| currency | LCR | LCR | LCR | LCR |
| gross pay | 2510.90 | 2510.90 | 2510.90 | 2510.90 |
| employee contribution | 125.55 | 125.55 | 125.55 | 125.55 |
| allowed deduction | 0.00 | 0.00 | 0.00 | 0.00 |
| taxable pay | 2385.35 | 2385.35 | 2385.35 | 2385.35 |
| income tax | 165.95 | 165.95 | 165.95 | 165.95 |
| net pay | 2219.40 | 2219.40 | 2219.40 | 2219.40 |
| clauses | R1 R2 R3 R4 R5 R6 | R1 R2 R3 R4 R5 R6 | 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.
Source documents: {"a84676d7d0d22839-payroll": {"kind": "payroll", "record": {"gross_pay": "2510.90", "payroll_month": "2026-11"}}}
Authoritative case reference schedule: {"first-half": {"rate": "0.04", "cap": "4500.00", "deduction": "400.00", "free": "900.00", "upper": "3600.00", "middle_rate": "0.12", "upper_rate": "0.24"}, "second-half": {"rate": "0.05", "cap": "3500.00", "deduction": "400.00", "free": "1200.00", "upper": "3000.00", "middle_rate": "0.14", "upper_rate": "0.20"}}
Rollouts
Rollout #1 100.0% passed · 6.6s · $0.0007
| 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
{
"decision": "calculate",
"currency": "LCR",
"gross_pay": "2510.90",
"employee_contribution": "125.55",
"allowed_deduction": "0.00",
"taxable_pay": "2385.35",
"income_tax": "165.95",
"net_pay": "2219.40",
"clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
"explanation": "Payroll month 2026-11 selects the case schedule's second-half row (rate 0.05, cap 3500.00, deduction cap 400.00, free 1200.00, upper 3000.00, middle 0.14, upper 0.20). Contribution = 0.05 \u00d7 min(2510.90, 3500.00) = 125.545 \u2192 125.55. Allowed deduction defaults to 0.00. Taxable pay = 2510.90 \u2212 125.55 \u2212 0.00 = 2385.35. Tax: first 1200.00 untaxed; 1185.35 \u00d7 0.14 = 165.949 \u2192 165.95 (below the 3000.00 upper boundary, so no upper-rate portion). Net pay = 2510.90 \u2212 125.55 \u2212 0.00 \u2212 165.95 = 2219.40."
}
Reasoning
Let me process this payroll record. Input: - gross_pay: "2510.90" - payroll_month: "2026-11" Case reference schedule (authoritative): - second-half (2026-07 through 2026-12): rate "0.05", cap "3500.00", deduction "400.00", free "1200.00", upper "3000.00", middle_rate "0.14", upper_rate "0.20" 2026-11 is in the second half, so use the second-half row. Step 1: Employee contribution (R3): - rate = 0.05 - wage cap = 3500.00 - gross pay = 2510.90 - smaller of 2510.90 and 3500.00 = 2510.90 - contribution = 0.05 × 2510.90 = 125.545 → round half-up to 125.55? Wait, 125.545 rounds to 125.55 (round half-up at third decimal... actually we round to two decimals: 125.545 → 125.55? 125.545, the third decimal is 5, so round half-up gives 125.55). Wait: 125.545 to two decimals: look at third decimal digit = 5, round half up → 125.55. Hmm, but let me double check: 0.05 × 2510.90 = 125.545. Yes. Round to 125.55. Step 2: Allowed deduction (R4): - Not provided, defaults to 0.00. - Check: must not exceed deduction cap 400.00 or gross pay minus contribution = 2510.90 - 125.55 = 2385.35. Default 0.00 is fine. Step 3: Taxable pay: - 2510.90 - 125.55 - 0.00 = 2385.35 Step 4: Income tax (R5): - Tax-free amount = 1200.00 - Upper bracket begins = 3000.00 - Taxable pay = 2385.35 - Portion up to 1200.00: untaxed. - Portion above 1200.00 up to 3000.00: 2385.35 - 1200.00 = 1185.35 at middle rate 0.14 = 165.949 - Portion above 3000.00: 0 (taxable pay is below 3000) - Total tax = 165.949 → round to 165.95 Wait: 1185.35 × 0.14 = 165.949. Round half-up to two decimals: 165.95. Step 5: Net pay (R6): - Net = 2510.90 - 125.55 - 0.00 - 165.95 = 2219.40 Let me verify: 2510.90 - 125.55 = 2385.35. 2385.35 - 165.95 = 2219.40. Yes. Fields: - decision: "calculate" - currency: "LCR" - gross_pay: "2510.90" - employee_contribution: "125.55" - allowed_deduction: "0.00" - taxable_pay: "2385.35" - income_tax: "165.95" - net_pay: "2219.40" - clauses: R1 (selecting row via schedule), R2 (rounding), R3 (contribution), R4 (deduction/taxable), R5 (tax), R6 (net pay/answer format) No amendment, no contract gross pay, so no R9. The schedule must be used since it's authoritative and supplied. The second-half row: rate 0.05, cap 3500.00, deduction 400.00, free 1200.00, upper 3000.00, middle_rate 0.14, upper_rate 0.20. All required fields present (rate, cap, deduction, free, upper, middle_rate, upper_rate). Good. Citations: R1 through R6. Include R1, R2, R3, R4, R5, R6.
Rollout #2 100.0% passed · 6.2s · $0.0005
| 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
{
"decision": "calculate",
"currency": "LCR",
"gross_pay": "2510.90",
"employee_contribution": "125.55",
"allowed_deduction": "0.00",
"taxable_pay": "2385.35",
"income_tax": "165.95",
"net_pay": "2219.40",
"clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
"explanation": "Payroll month 2026-11 selects the second-half row of the authoritative case schedule (rate 0.05, cap 3500.00, deduction cap 400.00, tax-free 1200.00, upper boundary 3000.00). Employee contribution: 0.05 x min(2510.90, 3500.00) = 125.545 -> 125.55. No allowed deduction supplied, so 0.00. Taxable pay: 2510.90 - 125.55 - 0.00 = 2385.35. Income tax: first 1200.00 untaxed; (2385.35 - 1200.00) x 0.14 = 165.949 -> 165.95 (taxable pay is below the 3000.00 upper boundary, so no upper-rate tax). Net pay: 2510.90 - 125.55 - 0.00 - 165.95 = 2219.40."
}
Reasoning
Let me process this payroll record. Input: - gross_pay: "2510.90" - payroll_month: "2026-11" - Case reference schedule supplied (authoritative): - first-half: rate 0.04, cap 4500.00, deduction 400.00, free 900.00, upper 3600.00, middle_rate 0.12, upper_rate 0.24 - second-half: rate 0.05, cap 3500.00, deduction 400.00, free 1200.00, upper 3000.00, middle_rate 0.14, upper_rate 0.20 Payroll month 2026-11 is in the second half (2026-07 through 2026-12), so use second-half row: - rate: 0.05 - cap: 3500.00 - deduction cap: 400.00 - tax-free: 1200.00 - upper begins: 3000.00 - middle rate: 0.14 - upper rate: 0.20 No allowed_deduction provided → defaults to 0.00. Employee contribution (R3): rate × min(gross, cap) = 0.05 × min(2510.90, 3500.00) = 0.05 × 2510.90 = 125.545 → round half up to 125.55? Wait, 125.545 rounds to 125.55 (round half up at 2 decimals: 125.545 → the third decimal is 5, so round up → 125.55). Actually 0.05 × 2510.90 = 125.545. Round to two decimals: 125.55 (round half up). Hmm, let me double-check: 2510.90 × 0.05 = 125.545. Yes. Round half up → 125.55. Taxable pay (R4): gross − contribution − allowed_deduction = 2510.90 − 125.55 − 0.00 = 2385.35. Income tax (R5): progressive: - Tax-free amount: 1200.00 → untaxed. - Portion above 1200.00 up to upper boundary 3000.00: taxable is 2385.35, which is below 3000. So middle bracket portion = 2385.35 − 1200.00 = 1185.35 at 0.14 = 165.949. - Upper bracket: taxable is below 3000, so 0 at 0.20. Total tax = 165.949 → round to 165.95. Let me compute: 1185.35 × 0.14 = 165.949. Round half up → 165.95. Net pay (R6): gross − contribution − deduction − tax = 2510.90 − 125.55 − 0.00 − 165.95 = 2219.40. Check: 2510.90 − 125.55 = 2385.35. 2385.35 − 165.95 = 2219.40. Yes. Note: "Do not round intermediate bracket products separately before summing income tax" — here only one bracket product, so fine. Answer fields: - decision: "calculate" - currency: "LCR" - gross_pay: "2510.90" - employee_contribution: "125.55" - allowed_deduction: "0.00" - taxable_pay: "2385.35" - income_tax: "165.95" - net_pay: "2219.40" - clauses: R1, R2, R3, R4, R5, R6 The schedule is supplied, so R1's schedule provision applies. Clauses: ["R1","R2","R3","R4","R5","R6"]. No amendment, no contract conflict. Output JSON without markdown fences.
Rollout #3 100.0% passed · 8.4s · $0.0007
| 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
{
"decision": "calculate",
"currency": "LCR",
"gross_pay": "2510.90",
"employee_contribution": "125.55",
"allowed_deduction": "0.00",
"taxable_pay": "2385.35",
"income_tax": "165.95",
"net_pay": "2219.40",
"clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
"explanation": "Payroll month 2026-11 selects the second-half row of the case reference schedule (rate 0.05, cap 3500.00, deduction cap 400.00, free 1200.00, upper 3000.00, middle 0.14, upper rate 0.20). Contribution = 0.05 x 2510.90 = 125.545 -> 125.55. No deduction supplied, so 0.00. Taxable pay = 2510.90 - 125.55 - 0.00 = 2385.35. Tax: first 1200.00 untaxed; 1185.35 x 0.14 = 165.949 -> 165.95 (below the 3000.00 upper boundary, so no upper-rate portion). Net pay = 2510.90 - 125.55 - 0.00 - 165.95 = 2219.40."
}
Reasoning
Let me work through this payroll calculation.
Input:
- gross_pay: "2510.90"
- payroll_month: "2026-11"
Payroll month 2026-11 is in the second half (2026-07 through 2026-12). The authoritative case reference schedule supplies:
- second-half: rate 0.05, cap 3500.00, deduction 400.00, free 1200.00, upper 3000.00, middle_rate 0.14, upper_rate 0.20
Per R1, when a case schedule is supplied, its numeric values replace the defaults for that case only. So I use the second-half row from the schedule.
Step 1: Employee contribution (R3):
- Contribution rate = 0.05
- Wage cap = 3500.00
- min(gross_pay, cap) = min(2510.90, 3500.00) = 2510.90
- Contribution = 0.05 × 2510.90 = 125.545 → round half-up to two decimals = 125.55? Wait, 125.545 rounds to 125.55 (round half-up: 125.545 → the third decimal is 5, so round up the second decimal: 125.54 → 125.55). Actually 125.545: two decimal places means we look at the third decimal digit which is 5, round half up → 125.55.
Hmm, but wait — R2 says "Do not round intermediate bracket products separately before summing income tax." For the contribution, R3 says "Round the contribution under R2." So contribution = 125.55? Let me double check: 0.05 × 2510.90 = 125.545. Round half up at two decimals: 125.545 → 125.55 (since the digit after the second decimal is 5, we round up). Yes, 125.55.
Hmm, but actually let me reconsider. 2510.90 × 0.05 = 125.545 exactly. Round half-up to 2 decimals: 125.55.
Step 2: Allowed deduction (R4):
- allowed_deduction defaults to 0.00 when omitted. It's omitted here, so 0.00.
- Check: must not exceed deduction cap (400.00) or gross pay minus rounded contribution (2510.90 − 125.55 = 2385.35). 0.00 is fine.
Step 3: Taxable pay (R4):
- taxable = gross − contribution − deduction = 2510.90 − 125.55 − 0.00 = 2385.35
Step 4: Income tax (R5):
- Tax-free amount = 1200.00
- Upper bracket begins at 3000.00
- Middle rate = 0.14, upper rate = 0.20
Taxable pay = 2385.35.
- Portion up to 1200.00: untaxed → 0
- Portion above 1200.00 up to 3000.00: 2385.35 − 1200.00 = 1185.35 at 0.14 = 165.949
- Portion above 3000.00: 0 (taxable pay is below 3000)
Total tax = 165.949 → round half-up to two decimals = 165.95.
Wait: 1185.35 × 0.14 = 165.949. Round: third decimal is 9, so 165.95. Yes.
Note R2 says do not round intermediate bracket products separately before summing. Here there's only one bracket product, so no issue. Sum = 165.949 → 165.95.
Step 5: Net pay (R6):
- Net = gross − contribution − deduction − tax = 2510.90 − 125.55 − 0.00 − 165.95 = 2219.40
Let me verify: 2510.90 − 125.55 = 2385.35. 2385.35 − 165.95 = 2219.40. Yes.
Fields:
- decision: "calculate"
- currency: "LCR"
- gross_pay: "2510.90"
- employee_contribution: "125.55"
- allowed_deduction: "0.00"
- taxable_pay: "2385.35"
- income_tax: "165.95"
- net_pay: "2219.40"
- clauses: R1 (selecting row/schedule), R2 (rounding), R3 (contribution), R4 (deduction/taxable), R5 (tax), R6 (net pay/answer format)
No amendment or contract conflict present, so no R9.
The schedule is supplied directly in the prompt (not tool mode), so I use it. The schedule must include rate, cap, deduction, free, upper, middle_rate, upper_rate — it does for both rows.
Let me double-check the contribution rounding once more. 2510.90 × 0.05: 2510.90 × 0.05 = 125.545. Round half up: 125.545 → look at third decimal 5 → round up second decimal from 4 to 5 → 125.55. Correct.
Taxable pay uses the rounded contribution per R4 ("gross pay minus the rounded employee contribution"). 2510.90 − 125.55 = 2385.35.
Tax: 2385.35 − 1200.00 = 1185.35 in middle bracket (since 2385.35 ≤ 3000.00). 1185.35 × 0.14 = 165.949 → 165.95.
Net: 2510.90 − 125.55 − 0.00 − 165.95 = 2219.40.
All good. Clauses: ["R1", "R2", "R3", "R4", "R5", "R6"].
Output JSON without markdown fences, no prose.