Luma Payroll Gym
← Heatmap / GLM 5.3 Flash · Task 22
GLM 5.3 Flash · Single-turn · Task 22 (Calculation, at the wage cap) Mean -35.0%
Field Expected Rollout #1 (-35%) Rollout #2 (-35%) Rollout #3 (-35%)
decision calculate calculate calculate calculate
currency LCR LCR LCR LCR
gross pay 4499.98 4499.98 4499.98 4499.98
employee contribution 270.00 270.00 270.00 270.00
allowed deduction 93.05 93.05 93.05 93.05
taxable pay 4136.93 4136.93 4136.93 4136.93
income tax 371.39 371.39 371.39 371.39
net pay 3765.54 1765.54 1765.54 2765.54
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: {"b3c7b35caa7886e2-payroll": {"kind": "payroll", "record": {"gross_pay": "4499.98", "payroll_month": "2026-04", "allowed_deduction": "93.05"}}}
Authoritative case reference schedule: {"first-half": {"rate": "0.06", "cap": "4500.00", "deduction": "400.00", "free": "1200.00", "upper": "3000.00", "middle_rate": "0.08", "upper_rate": "0.20"}, "second-half": {"rate": "0.06", "cap": "4500.00", "deduction": "400.00", "free": "1100.00", "upper": "3000.00", "middle_rate": "0.12", "upper_rate": "0.24"}}
Rollouts
Rollout #1 -35.0% wrong net pay · 2.1s · $0.0003
ComponentScoreClauses
decision 100.0% R1 R2 R3 R4 R5 R6
exact 0.0% R1 R2 R3 R4 R5 R6
field accuracy 75.0% R1 R2 R3 R4 R5 R6
citations 100.0% R1 R2 R3 R4 R5 R6
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "4499.98",
  "employee_contribution": "270.00",
  "allowed_deduction": "93.05",
  "taxable_pay": "4136.93",
  "income_tax": "371.39",
  "net_pay": "1765.54",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "Case schedule first-half row applies to 2026-04. Contribution = 4499.98 \u00d7 0.06 = 270.00 (rounded). Taxable pay = 4499.98 \u2212 270.00 \u2212 93.05 = 4136.93. Tax = 1800.00 \u00d7 0.08 + 1136.93 \u00d7 0.20 = 371.39. Net pay = 4499.98 \u2212 270.00 \u2212 93.05 \u2212 371.39 = 1765.54."
}
Reasoning
First-half row: rate 0.06, cap 4500, deduction cap 400, free 1200, upper 3000, middle 0.08, upper 0.20.
Contribution: 4499.98*0.06=269.9988→270.00. Deduction 93.05 ≤ 400 and ≤ 4499.98-270.00=4229.98 ok.
Taxable: 4499.98-270.00-93.05=4136.93.
Tax: 1200 free; 1200–3000: 1800*0.08=144; above 3000: 1136.93*0.20=227.386; total 371.386→371.39.
Net: 4499.98-270.00-93.05-371.39=1765.54.
Rollout #2 -35.0% wrong net pay · 2.2s · $0.0003
ComponentScoreClauses
decision 100.0% R1 R2 R3 R4 R5 R6
exact 0.0% R1 R2 R3 R4 R5 R6
field accuracy 75.0% R1 R2 R3 R4 R5 R6
citations 100.0% R1 R2 R3 R4 R5 R6
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "4499.98",
  "employee_contribution": "270.00",
  "allowed_deduction": "93.05",
  "taxable_pay": "4136.93",
  "income_tax": "371.39",
  "net_pay": "1765.54",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "2026-04 uses the first-half case schedule. Contribution: 0.06 \u00d7 4499.98 = 270.00 (under 4500.00 cap). Taxable pay: 4499.98 \u2212 270.00 \u2212 93.05 = 4136.93. Tax: (3000 \u2212 1200) \u00d7 0.08 = 144.00 plus (4136.93 \u2212 3000) \u00d7 0.20 = 227.39, total 371.39. Net: 4499.98 \u2212 270.00 \u2212 93.05 \u2212 371.39 = 1765.54."
}
Reasoning
2026-04 → first-half schedule: rate 0.06, cap 4500, deduction cap 400, free 1200, upper 3000, middle 0.08, upper 0.20.

Contribution: 0.06×4499.98=269.9988→270.00. Deduction 93.05 ≤ min(400, 4499.98−270.00). Taxable = 4499.98−270.00−93.05=4136.93. Tax: 1200 free, middle on 1200–3000 = 1800×0.08=144; upper on 1136.93×0.20=227.386→227.39. Total=371.39. Net=4499.98−270−93.05−371.39=1765.54.
Rollout #3 -35.0% wrong net pay · 2.2s · $0.0003
ComponentScoreClauses
decision 100.0% R1 R2 R3 R4 R5 R6
exact 0.0% R1 R2 R3 R4 R5 R6
field accuracy 75.0% R1 R2 R3 R4 R5 R6
citations 100.0% R1 R2 R3 R4 R5 R6
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "4499.98",
  "employee_contribution": "270.00",
  "allowed_deduction": "93.05",
  "taxable_pay": "4136.93",
  "income_tax": "371.39",
  "net_pay": "2765.54",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "Using the authoritative first-half schedule for 2026-04. Contribution = 4499.98 \u00d7 0.06 = 270.00. Taxable pay = 4499.98 \u2212 270.00 \u2212 93.05 = 4136.93. Tax = 1800.00 \u00d7 0.08 + 1136.93 \u00d7 0.20 = 144.00 + 227.386 = 371.39. Net = 4499.98 \u2212 270.00 \u2212 93.05 \u2212 371.39 = 2765.54."
}
Reasoning
2026-04 first-half: rate 0.06, cap 4500, deduction cap 400, free 1200, upper 3000, middle 0.08, upper 0.20.

Contribution: 4499.98*0.06=269.9988 → 270.00. Deduction 93.05 ≤ min(400, 4499.98-270.00) ok. Taxable = 4499.98-270.00-93.05=4136.93. Tax: 1200 free; middle on 3000-1200=1800 *0.08=144; upper on 4136.93-3000=1136.93*0.20=227.386 → total 371.386 → 371.39. Net = 4499.98-270.00-93.05-371.39=2765.54.