Luma Payroll Gym
← Heatmap / Gemini 3.1 Flash Lite · Task 43
Gemini 3.1 Flash Lite · Single-turn · Task 43 (Calculation, at the upper bracket line) 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 3260.87 3260.87 3260.87 3260.87
employee contribution 260.87 260.87 260.87 260.87
allowed deduction 0.00 0.00 0.00 0.00
taxable pay 3000.00 3000.00 3000.00 3000.00
income tax 190.00 234.00 234.00 234.00
net pay 2810.00 2766.00 2766.00 2766.00
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: {"266ad92a0f7f5085-payroll": {"kind": "payroll", "record": {"gross_pay": "3260.87", "payroll_month": "2026-08", "allowed_deduction": "0.00"}}, "266ad92a0f7f5085-contract": {"kind": "contract", "gross_pay": "3260.87"}}
Authoritative case reference schedule: {"first-half": {"rate": "0.07", "cap": "4500.00", "deduction": "400.00", "free": "1200.00", "upper": "2800.00", "middle_rate": "0.08", "upper_rate": "0.18"}, "second-half": {"rate": "0.08", "cap": "5000.00", "deduction": "400.00", "free": "1100.00", "upper": "3000.00", "middle_rate": "0.10", "upper_rate": "0.22"}}
Rollouts
Rollout #1 -40.0% wrong income tax · 1.4s · $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": "3260.87",
  "employee_contribution": "260.87",
  "allowed_deduction": "0.00",
  "taxable_pay": "3000.00",
  "income_tax": "234.00",
  "net_pay": "2766.00",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "Calculated using the second-half schedule provided in the case reference: employee contribution (3260.87 * 0.08 = 260.87), taxable pay (3260.87 - 260.87 - 0.00 = 3000.00), and income tax ((3000.00 - 1100.00) * 0.10 + (3000.00 - 3000.00) * 0.22 = 190.00) - wait, calculation correction: (3000 - 1100) * 0.10 = 190.00. Taxable pay 3000.00. Tax = 190.00. Net = 3260.87 - 260.87 - 0.00 - 190.00 = 2810.00."
}
Rollout #2 -40.0% wrong income tax · 1.1s · $0.0008
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": "3260.87",
  "employee_contribution": "260.87",
  "allowed_deduction": "0.00",
  "taxable_pay": "3000.00",
  "income_tax": "234.00",
  "net_pay": "2766.00",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Rollout #3 -40.0% wrong income tax · 1.4s · $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": "3260.87",
  "employee_contribution": "260.87",
  "allowed_deduction": "0.00",
  "taxable_pay": "3000.00",
  "income_tax": "234.00",
  "net_pay": "2766.00",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "Calculated using the second-half reference schedule provided in the case: contribution = 3260.87 * 0.08 = 260.87. Taxable pay = 3260.87 - 260.87 - 0.00 = 3000.00. Income tax = (3000.00 - 1100.00) * 0.10 = 190.00 (Wait, recalculating: Taxable pay 3000.00. Bracket 1: 1100.00 to 3000.00 is 1900.00 at 0.10 = 190.00. Total tax 190.00. Net pay = 3260.87 - 260.87 - 0.00 - 190.00 = 2810.00)."
}