Luma Payroll Gym
← Heatmap / Gemini 3.1 Flash Lite · Task 96
Gemini 3.1 Flash Lite · Single-turn · Task 96 (Calculation, half-cent rounding tie) 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 2510.90 2510.90 2510.90 2510.90
employee contribution 125.55 125.55 125.55 125.55
allowed deduction 0.00 0.00 0.00 0.00
taxable pay 2385.35 2385.35 2385.35 2385.35
income tax 165.95 166.05 166.05 166.05
net pay 2219.40 2219.30 2219.30 2219.30
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: {"a84676d7d0d22839-payroll": {"kind": "payroll", "record": {"gross_pay": "2510.90", "payroll_month": "2026-11"}}}
Authoritative case reference schedule: {"first-half": {"rate": "0.04", "cap": "4500.00", "deduction": "400.00", "free": "900.00", "upper": "3600.00", "middle_rate": "0.12", "upper_rate": "0.24"}, "second-half": {"rate": "0.05", "cap": "3500.00", "deduction": "400.00", "free": "1200.00", "upper": "3000.00", "middle_rate": "0.14", "upper_rate": "0.20"}}
Rollouts
Rollout #1 -40.0% wrong income tax · 1.8s · $0.0009
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": "2510.90",
  "employee_contribution": "125.55",
  "allowed_deduction": "0.00",
  "taxable_pay": "2385.35",
  "income_tax": "166.05",
  "net_pay": "2219.30",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "Calculated using the second-half schedule: contribution = 2510.90 * 0.05 = 125.545 (rounded to 125.55). Taxable pay = 2510.90 - 125.55 = 2385.35. Tax = (2385.35 - 1200.00) * 0.14 = 166.049 (rounded to 166.05)."
}
Rollout #2 -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": "2510.90",
  "employee_contribution": "125.55",
  "allowed_deduction": "0.00",
  "taxable_pay": "2385.35",
  "income_tax": "166.05",
  "net_pay": "2219.30",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "Calculated using the second-half reference schedule from the case provided: contribution = 2510.90 * 0.05 = 125.545 (rounded to 125.55). Taxable pay = 2510.90 - 125.55 - 0.00 = 2385.35. Income tax = (2385.35 - 1200.00) * 0.14 = 166.049 (rounded to 166.05). Net pay = 2510.90 - 125.55 - 0.00 - 166.05 = 2219.30."
}
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": "2510.90",
  "employee_contribution": "125.55",
  "allowed_deduction": "0.00",
  "taxable_pay": "2385.35",
  "income_tax": "166.05",
  "net_pay": "2219.30",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "Calculated using second-half schedule: contribution = 2510.90 * 0.05 = 125.545 (rounded to 125.55). Taxable pay = 2510.90 - 125.55 = 2385.35. Income tax = (2385.35 - 1200.00) * 0.14 = 166.049 (rounded to 166.05). Net pay = 2510.90 - 125.55 - 0.00 - 166.05 = 2219.30."
}