Luma Payroll Gym
← Heatmap / Gemini 3.1 Flash Lite · Task 90
Gemini 3.1 Flash Lite · Single-turn · Task 90 (Calculation, at the wage cap) 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 4999.99 4999.99 4999.99 4999.99
employee contribution 350.00 350.00 350.00 350.00
allowed deduction 355.71 355.71 355.71 355.71
taxable pay 4294.28 4294.28 4294.28 4294.28
income tax 536.74 700.74 704.74 704.74
net pay 3757.54 3593.54 3589.54 3589.54
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: {"9aeda9b75546629e-payroll": {"kind": "payroll", "record": {"gross_pay": "4999.99", "payroll_month": "2026-02", "allowed_deduction": "355.71"}}, "9aeda9b75546629e-contract": {"kind": "contract", "gross_pay": "4999.99"}}
Authoritative case reference schedule: {"first-half": {"rate": "0.07", "cap": "5000.00", "deduction": "400.00", "free": "900.00", "upper": "3000.00", "middle_rate": "0.12", "upper_rate": "0.22"}, "second-half": {"rate": "0.06", "cap": "5000.00", "deduction": "400.00", "free": "1000.00", "upper": "2800.00", "middle_rate": "0.08", "upper_rate": "0.22"}}
Rollouts
Rollout #1 -40.0% wrong income tax · 2.0s · $0.0012
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": "4999.99",
  "employee_contribution": "350.00",
  "allowed_deduction": "355.71",
  "taxable_pay": "4294.28",
  "income_tax": "700.74",
  "net_pay": "3593.54",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "Calculated using the authoritative first-half schedule provided in the case. Employee contribution is 0.07 * 4999.99 = 349.9993, rounded to 350.00. Taxable pay = 4999.99 - 350.00 - 355.71 = 4294.28. Income tax: (3000.00 - 900.00) * 0.12 + (4294.28 - 3000.00) * 0.22 = 252.00 + 284.7416 = 536.7416, which is 536.74. Correction: Income tax = (3000.00 - 900.00) * 0.12 + (4294.28 - 3000.00) * 0.22 = 252.00 + 284.7416 = 536.74. Net pay = 4999.99 - 350.00 - 355.71 - 536.74 = 3757.54."
}
Rollout #2 -40.0% wrong income tax · 2.0s · $0.0014
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": "4999.99",
  "employee_contribution": "350.00",
  "allowed_deduction": "355.71",
  "taxable_pay": "4294.28",
  "income_tax": "704.74",
  "net_pay": "3589.54",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "Calculated using first-half reference schedule: contribution (4999.99 * 0.07 = 349.9993, rounded to 350.00), taxable pay (4999.99 - 350.00 - 355.71 = 4294.28), income tax ((3000.00 - 900.00) * 0.12 + (4294.28 - 3000.00) * 0.22 = 252.00 + 284.7416 = 536.7416, rounded to 536.74 per R2, wait: tax is 252.00 + 284.74 = 536.74. Correction: (4294.28 - 3000) * 0.22 = 284.7416. 252 + 284.7416 = 536.74. Net pay = 4999.99 - 350.00 - 355.71 - 536.74 = 3757.54. Recalculating: Taxable = 4294.28. Tax = (3000-900)*0.12 + (4294.28-3000)*0.22 = 252 + 284.7416 = 536.7416. Rounded income_tax = 536.74. Net pay = 4999.99 - 350.00 - 355.71 - 536.74 = 3757.54."
}
Rollout #3 -40.0% wrong income tax · 2.0s · $0.0012
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": "4999.99",
  "employee_contribution": "350.00",
  "allowed_deduction": "355.71",
  "taxable_pay": "4294.28",
  "income_tax": "704.74",
  "net_pay": "3589.54",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "Calculated using the authoritative first-half schedule: contribution (4999.99 * 0.07 = 349.9993, rounded to 350.00), taxable pay (4999.99 - 350.00 - 355.71 = 4294.28), and income tax ( (3000.00 - 900.00) * 0.12 + (4294.28 - 3000.00) * 0.22 = 252.00 + 284.7416 = 536.7416, rounded to 536.74). Wait, correcting tax: (2100.00 * 0.12) + (1294.28 * 0.22) = 252.00 + 284.7416 = 536.74. Net: 4999.99 - 350.00 - 355.71 - 536.74 = 3757.54."
}