Luma Payroll Gym
← Heatmap / GLM 5.3 Flash · Task 10
GLM 5.3 Flash · Single-turn · Task 10 (Calculation, middle bracket) Mean 55.0%
Field Expected Rollout #1 (100%) Rollout #2 (-35%) Rollout #3 (100%)
decision calculate calculate calculate calculate
currency LCR LCR LCR LCR
gross pay 1978.24 1978.24 1978.24 1978.24
employee contribution 79.13 79.13 79.13 79.13
allowed deduction 82.86 82.86 82.86 82.86
taxable pay 1816.25 1816.25 1816.25 1816.25
income tax 61.63 61.63 61.63 61.63
net pay 1754.62 1754.62 754.62 1754.62
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: {"8d558bb0cabd2e37-payroll": {"kind": "payroll", "record": {"gross_pay": "1978.24", "payroll_month": "2026-10", "allowed_deduction": "82.86"}}}
Authoritative case reference schedule: {"first-half": {"rate": "0.05", "cap": "4500.00", "deduction": "400.00", "free": "1200.00", "upper": "2800.00", "middle_rate": "0.10", "upper_rate": "0.18"}, "second-half": {"rate": "0.04", "cap": "4000.00", "deduction": "400.00", "free": "1200.00", "upper": "3000.00", "middle_rate": "0.10", "upper_rate": "0.22"}}
Rollouts
Rollout #1 100.0% passed · 1.5s · $0.0003
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": "1978.24",
  "employee_contribution": "79.13",
  "allowed_deduction": "82.86",
  "taxable_pay": "1816.25",
  "income_tax": "61.63",
  "net_pay": "1754.62",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
Second-half schedule: rate 0.04, cap 4000. Contribution = 1978.24*0.04 = 79.1296 → 79.13. Deduction 82.86 ≤ 400 and ≤ 1978.24−79.13=1899.11 ok. Taxable = 1978.24−79.13−82.86 = 1816.25. Free 1200, upper 3000. Tax = (1816.25−1200)*0.10 = 61.625 → 61.63 (round-half-up). Net = 1978.24−79.13−82.86−61.63 = 1754.62.
Rollout #2 -35.0% wrong net pay · 2.0s · $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": "1978.24",
  "employee_contribution": "79.13",
  "allowed_deduction": "82.86",
  "taxable_pay": "1816.25",
  "income_tax": "61.63",
  "net_pay": "754.62",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "2026-10 uses the second-half schedule row (rate 0.04, cap 4000.00, deduction cap 400.00, free 1200.00, upper 3000.00, middle 0.10, upper rate 0.22). Contribution = 1978.24 \u00d7 0.04 = 79.13. Deduction 82.86 is within cap and available pay. Taxable pay = 1978.24 \u2212 79.13 \u2212 82.86 = 1816.25. Tax = (1816.25 \u2212 1200.00) \u00d7 0.10 = 61.63. Net = 1978.24 \u2212 79.13 \u2212 82.86 \u2212 61.63 = 754.62."
}
Reasoning
Second-half: rate 0.04, cap 4000. Contribution = 1978.24*0.04 = 79.1296 → 79.13. Deduction 82.86 ≤400, ≤ 1978.24-79.13=1899.11 OK. Taxable = 1978.24-79.13-82.86 = 1816.25. Tax: free 1200 → 616.25*0.10=61.625 → total 61.63 (round total, half-up 61.625→61.63). Net = 1978.24-79.13-82.86-61.63 = 754.62.
Rollout #3 100.0% passed · 1.6s · $0.0003
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": "1978.24",
  "employee_contribution": "79.13",
  "allowed_deduction": "82.86",
  "taxable_pay": "1816.25",
  "income_tax": "61.63",
  "net_pay": "1754.62",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "2026-10 uses the case schedule's second-half row. Contribution = 1978.24 \u00d7 0.04 = 79.13. Taxable pay = 1978.24 \u2212 79.13 \u2212 82.86 = 1816.25. Tax = 10% of (1816.25 \u2212 1200.00) = 61.63 (rounded). Net = 1978.24 \u2212 79.13 \u2212 82.86 \u2212 61.63 = 1754.62."
}
Reasoning
Second-half: rate 0.04, cap 4000. Contribution = 1978.24*0.04 = 79.1296 → 79.13. Taxable = 1978.24 - 79.13 - 82.86 = 1816.25. Tax: free 1200, upper 3000 → middle 0.10 on 616.25 = 61.625 → 61.63 (round total). Net = 1978.24 - 79.13 - 82.86 - 61.63 = 1754.62.