Luma Payroll Gym
← Heatmap / Gemini 3.1 Flash Lite · Task 23
Gemini 3.1 Flash Lite · Single-turn · Task 23 (Calculation, wage cap binds) Mean -40.0%
Field Expected Rollout #1 (-40%) Rollout #2 (-40%) Rollout #3 (-40%)
decision calculate calculate calculate calculate
currency LCR LCR LCR LCR
gross pay 7913.09 7913.09 7913.09 7913.09
employee contribution 200.00 200.00 200.00 200.00
allowed deduction 63.29 63.29 63.29 63.29
taxable pay 7649.80 7649.80 7649.80 7649.80
income tax 1246.96 1278.96 1284.96 1284.96
net pay 6402.84 6370.84 6364.84 6364.84
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: {"a605acd47aaaa8d4-payroll": {"kind": "payroll", "record": {"gross_pay": "7913.09", "payroll_month": "2026-01", "allowed_deduction": "63.29"}}, "a605acd47aaaa8d4-contract": {"kind": "contract", "gross_pay": "7913.09"}}
Authoritative case reference schedule: {"first-half": {"rate": "0.05", "cap": "4000.00", "deduction": "400.00", "free": "1000.00", "upper": "2800.00", "middle_rate": "0.10", "upper_rate": "0.22"}, "second-half": {"rate": "0.04", "cap": "3500.00", "deduction": "400.00", "free": "1200.00", "upper": "3300.00", "middle_rate": "0.12", "upper_rate": "0.18"}}
Rollouts
Rollout #1 -40.0% wrong income tax · 1.5s · $0.0011
ComponentScoreClauses
decision 100.0% R1 R2 R3 R4 R5 R6
exact 0.0% R1 R2 R3 R4 R5 R6
field accuracy 50.0% R1 R2 R3 R4 R5 R6
citations 100.0% R1 R2 R3 R4 R5 R6
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "7913.09",
  "employee_contribution": "200.00",
  "allowed_deduction": "63.29",
  "taxable_pay": "7649.80",
  "income_tax": "1278.96",
  "net_pay": "6370.84",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "Calculated using the authoritative case schedule for first-half 2026. Employee contribution: 0.05 * 4000.00 = 200.00. Taxable pay: 7913.09 - 200.00 - 63.29 = 7649.80. Income tax: (2800.00 - 1000.00) * 0.10 + (7649.80 - 2800.00) * 0.22 = 180.00 + 1066.956 = 1246.956, rounded to 1246.96. Net pay: 7913.09 - 200.00 - 63.29 - 1246.96 = 6370.84."
}
Rollout #2 -40.0% wrong income tax · 1.5s · $0.0011
ComponentScoreClauses
decision 100.0% R1 R2 R3 R4 R5 R6
exact 0.0% R1 R2 R3 R4 R5 R6
field accuracy 50.0% R1 R2 R3 R4 R5 R6
citations 100.0% R1 R2 R3 R4 R5 R6
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "7913.09",
  "employee_contribution": "200.00",
  "allowed_deduction": "63.29",
  "taxable_pay": "7649.80",
  "income_tax": "1284.96",
  "net_pay": "6364.84",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "Calculated using the authoritative case schedule for first-half 2026. Employee contribution: 0.05 * 4000.00 = 200.00. Taxable pay: 7913.09 - 200.00 - 63.29 = 7649.80. Income tax: (2800.00 - 1000.00) * 0.10 + (7649.80 - 2800.00) * 0.22 = 180.00 + 1066.956 = 1246.96 (rounded). Net pay: 7913.09 - 200.00 - 63.29 - 1284.96 = 6364.84."
}
Rollout #3 -40.0% wrong income tax · 1.5s · $0.0010
ComponentScoreClauses
decision 100.0% R1 R2 R3 R4 R5 R6
exact 0.0% R1 R2 R3 R4 R5 R6
field accuracy 50.0% R1 R2 R3 R4 R5 R6
citations 100.0% R1 R2 R3 R4 R5 R6
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "7913.09",
  "employee_contribution": "200.00",
  "allowed_deduction": "63.29",
  "taxable_pay": "7649.80",
  "income_tax": "1284.96",
  "net_pay": "6364.84",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "Calculated using the authoritative case schedule for 2026-01 (first-half): contribution is 5% of 4000.00; taxable pay is 7913.09 - 200.00 - 63.29; income tax is (2800.00 - 1000.00) * 0.10 + (7649.80 - 2800.00) * 0.22 = 180.00 + 1104.96 = 1284.96."
}