Luma Payroll Gym
← Heatmap / GLM 5.3 Flash · Task 63
GLM 5.3 Flash · Single-turn · Task 63 (Calculation, at the upper bracket line) 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 4093.39 4093.39 4093.39 4093.39
employee contribution 245.60 245.60 245.60 245.60
allowed deduction 247.81 247.81 247.81 247.81
taxable pay 3599.98 3599.98 3599.98 3599.98
income tax 324.00 324.00 324.00 324.00
net pay 3275.98 3275.98 3275.98 3275.98
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: {"c9a494472e6b6cd2-payroll": {"kind": "payroll", "record": {"gross_pay": "4093.39", "payroll_month": "2026-06", "allowed_deduction": "247.81"}}}
Authoritative case reference schedule: {"first-half": {"rate": "0.06", "cap": "5000.00", "deduction": "400.00", "free": "900.00", "upper": "3600.00", "middle_rate": "0.12", "upper_rate": "0.24"}, "second-half": {"rate": "0.05", "cap": "4000.00", "deduction": "400.00", "free": "1100.00", "upper": "3300.00", "middle_rate": "0.10", "upper_rate": "0.24"}}
Rollouts
Rollout #1 100.0% passed · 4.6s · $0.0008
ComponentScoreClauses
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": "4093.39",
  "employee_contribution": "245.60",
  "allowed_deduction": "247.81",
  "taxable_pay": "3599.98",
  "income_tax": "324.00",
  "net_pay": "3275.98",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "Payroll month 2026-06 selects the case schedule's first-half row (rate 0.06, cap 5000.00, deduction cap 400.00, free 900.00, upper 3600.00). Contribution: 0.06 \u00d7 min(4093.39, 5000.00) = 245.6034 \u2192 245.60. Deduction 247.81 is within the 400.00 cap and within available pay (4093.39 \u2212 245.60 = 3847.79). Taxable pay: 4093.39 \u2212 245.60 \u2212 247.81 = 3599.98. Tax: first 900.00 untaxed; 2699.98 \u00d7 0.12 = 323.9976 \u2192 324.00; no upper-bracket income. Net pay: 4093.39 \u2212 245.60 \u2212 247.81 \u2212 324.00 = 3275.98."
}
Reasoning
We need to process payroll for 2026-06, which is first-half. The authoritative case reference schedule for first-half: rate 0.06, cap 5000.00, deduction 400.00, free 900.00, upper 3600.00, middle_rate 0.12, upper_rate 0.24.

Per R1, when a case schedule is supplied, its numeric values replace defaults. So use first-half row.

Gross pay: 4093.39
Employee contribution: rate 0.06 × min(4093.39, 5000.00) = 0.06 × 4093.39 = 245.6034 → round half up to 245.60.

Allowed deduction: 247.81. Check cap: 400.00 — OK. Check gross pay minus rounded contribution: 4093.39 − 245.60 = 3847.79. 247.81 ≤ 3847.79 — OK.

Taxable pay: 4093.39 − 245.60 − 247.81 = 3600. - let's compute: 4093.39 − 245.60 = 3847.79; 3847.79 − 247.81 = 3599.98.

Income tax: taxable pay 3599.98.
- Up to free 900.00: untaxed.
- 900.00 to 3600.00: middle rate 0.12. Portion: 3600.00 − 900.00 = 2700.00 → but taxable is 3599.98, so portion above 900 up to 3600 = 3599.98 − 900.00 = 2699.98 → tax = 2699.98 × 0.12 = 323.9976.
- Above 3600: 0 (3599.98 < 3600).

Total tax = 323.9976 → round half up to 324.00.

Wait: 2699.98 × 0.12 = 323.9976. Round to two decimals: 324.00? 323.9976 → third decimal is 7, round half up: 323.9976 → 324.00? Let's check: 323.9976 rounded to two decimals: look at third decimal digit 7 ≥ 5, so round up second decimal: 323.99 + 0.01 = 324.00. Yes, 324.00.

Net pay: 4093.39 − 245.60 − 247.81 − 324.00 = 4093.39 − 245.60 = 3847.79; 3847.79 − 247.81 = 3599.98; 3599.98 − 324.00 = 3275.98.

Fields: decision "calculate", currency "LCR", gross_pay "4093.39", employee_contribution "245.60", allowed_deduction "247.81", taxable_pay "3599.98", income_tax "324.00", net_pay "3275.98".

Clauses: R1 (schedule selection), R2 (rounding), R3 (contribution), R4 (deduction/taxable), R5 (tax), R6 (net pay/answer). No amendment needed.

JSON only, no markdown fences.
Rollout #2 100.0% passed · 3.1s · $0.0008
ComponentScoreClauses
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": "4093.39",
  "employee_contribution": "245.60",
  "allowed_deduction": "247.81",
  "taxable_pay": "3599.98",
  "income_tax": "324.00",
  "net_pay": "3275.98",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "Payroll month 2026-06 selects the case's authoritative first-half schedule (R1). Employee contribution = 0.06 \u00d7 min(4093.39, 5000.00) = 245.6034 \u2192 245.60 (R3). Allowed deduction 247.81 is within the 400.00 deduction cap and within gross pay minus contribution (R4). Taxable pay = 4093.39 \u2212 245.60 \u2212 247.81 = 3599.98. Tax: first 900.00 untaxed; 2699.98 \u00d7 0.12 = 323.9976 \u2192 324.00 (no upper-rate portion since taxable pay is below the 3600.00 boundary) (R5). Net pay = 4093.39 \u2212 245.60 \u2212 247.81 \u2212 324.00 = 3275.98 (R6)."
}
Reasoning
We need to process payroll for gross_pay 4093.39, payroll_month 2026-06, allowed_deduction 247.81.

The case supplies an authoritative reference schedule. Per R1, when supplied, its numeric values replace defaults. The payroll month 2026-06 is in first half, so use the first-half row: rate 0.06, cap 5000.00, deduction 400.00, free 900.00, upper 3600.00, middle_rate 0.12, upper_rate 0.24.

Employee contribution: rate * min(gross, cap) = 0.06 * min(4093.39, 5000.00) = 0.06 * 4093.39 = 245.6034 → round to 245.60.

Allowed deduction: 247.81. Check cap: deduction cap 400.00 — 247.81 ≤ 400.00 OK. Check gross minus contribution: 4093.39 - 245.60 = 3847.79. 247.81 ≤ 3847.79 OK.

Taxable pay: gross - contribution - deduction = 4093.39 - 245.60 - 247.81 = 3599.98.

Income tax: brackets: free 900.00, upper boundary 3600.00.
- Portion up to 900: untaxed.
- Portion above 900 up to 3600: 3600 - 900 = 2700 at 0.12 = 324.00.
- Taxable pay is 3599.98, which is below upper boundary 3600, so no upper-rate portion.

Total tax = 0.12 * (3599.98 - 900) = 0.12 * 2699.98 = 323.9976 → round half up = 324.00.

Wait: R2 says do not round intermediate bracket products separately before summing income tax. So compute 323.9976, round to 324.00.

Net pay: gross - contribution - deduction - tax = 4093.39 - 245.60 - 247.81 - 324.00 = 3275.98.

Check: 4093.39 - 245.60 = 3847.79; 3847.79 - 247.81 = 3599.98; 3599.98 - 324.00 = 3275.98.

Return JSON with decision calculate, currency LCR, gross_pay "4093.39", employee_contribution "245.60", allowed_deduction "247.81", taxable_pay "3599.98", income_tax "324.00", net_pay "3275.98", clauses: R1 (schedule selection), R2 (rounding), R3, R4, R5, R6.

Citations: R1, R2, R3, R4, R5, R6.
Rollout #3 100.0% passed · 3.8s · $0.0009
ComponentScoreClauses
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": "4093.39",
  "employee_contribution": "245.60",
  "allowed_deduction": "247.81",
  "taxable_pay": "3599.98",
  "income_tax": "324.00",
  "net_pay": "3275.98",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "Payroll month 2026-06 selects the first-half row, and the authoritative case schedule replaces defaults (rate 0.06, cap 5000.00, deduction cap 400.00, tax-free 900.00, upper boundary 3600.00, middle 0.12, upper 0.24). Contribution = 0.06 \u00d7 4093.39 = 245.60 (R3). Allowed deduction 247.81 is within the 400.00 cap and gross minus contribution (3847.79) per R4. Taxable pay = 4093.39 \u2212 245.60 \u2212 247.81 = 3599.98 (R4). Tax: first 900.00 untaxed; 2699.98 \u00d7 0.12 = 323.9976; taxable pay stays below the 3600.00 upper boundary, so no upper-rate portion; total rounds to 324.00 (R5). Net pay = 4093.39 \u2212 245.60 \u2212 247.81 \u2212 324.00 = 3275.98 (R6)."
}
Reasoning
We need to process payroll for 2026-06, which is first-half. The case provides an authoritative reference schedule, which replaces defaults.

First-half schedule from case:
- rate: 0.06
- cap: 5000.00
- deduction: 400.00
- free: 900.00
- upper: 3600.00
- middle_rate: 0.12
- upper_rate: 0.24

Inputs:
- gross_pay: 4093.39
- payroll_month: 2026-06
- allowed_deduction: 247.81

Step 1: Employee contribution = rate * min(gross, cap) = 0.06 * min(4093.39, 5000.00) = 0.06 * 4093.39 = 245.6034 → round half up to 245.60.

Step 2: Allowed deduction check: must not exceed deduction cap (400.00) or gross minus rounded contribution = 4093.39 - 245.60 = 3847.79. 247.81 ≤ 400.00 and ≤ 3847.79. OK.

Step 3: Taxable pay = gross - contribution - allowed deduction = 4093.39 - 245.60 - 247.81 = 3599.98.

Let me compute: 4093.39 - 245.60 = 3847.79. 3847.79 - 247.81 = 3599.98. Yes.

Step 4: Income tax:
- Tax-free: 900.00
- Upper bracket begins at 3600.00
- Middle rate 0.12 applies to portion above 900 up to 3600: 3600 - 900 = 2700. Taxable pay is 3599.98, which is below 3600. So middle portion = 3599.98 - 900 = 2699.98. Tax = 0.12 * 2699.98 = 323.9976.
- Upper portion: 0 (taxable below upper boundary).

Total tax = 323.9976 → round half up to 324.00? 323.9976 rounds to 324.00 (since 323.9976 → third decimal is 7, so 324.00). Wait: 323.9976 to two decimals: 323.9976 → look at 323.99|76 → the fractional part beyond two decimals is 0.0076 ≥ 0.005, so rounds to 324.00. Yes, income_tax = 324.00.

Step 5: Net pay = gross - contribution - deduction - tax = 4093.39 - 245.60 - 247.81 - 324.00 = ?

4093.39 - 245.60 = 3847.79. 3847.79 - 247.81 = 3599.98. 3599.98 - 324.00 = 3275.98.

Net pay = 3275.98.

Check: taxable 3599.98, tax 324.00, net = 3275.98.

All good. Decision: calculate.

Citations: R1 (schedule selection), R2 (rounding), R3 (contribution), R4 (deduction/taxable), R5 (tax), R6 (net pay/answer format). No amendment needed.

Output JSON with fields: decision, currency, gross_pay, employee_contribution, allowed_deduction, taxable_pay, income_tax, net_pay, clauses. Optional explanation.