Luma Payroll Gym
← Heatmap / MiMo V2.6 Pro · Task 19
MiMo V2.6 Pro · Single-turn · Task 19 (Calculation, upper bracket) Mean 100.0%
Field Expected Rollout #1 (100%) Rollout #2 (100%) Rollout #3 (100%)
decision calculate calculate calculate calculate
currency LCR LCR LCR LCR
gross pay 4326.01 4326.01 4326.01 4326.01
employee contribution 302.82 302.82 302.82 302.82
allowed deduction 386.64 386.64 386.64 386.64
taxable pay 3636.55 3636.55 3636.55 3636.55
income tax 198.58 198.58 198.58 198.58
net pay 3437.97 3437.97 3437.97 3437.97
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: {"f8d9f5fe0eb33c57-payroll": {"kind": "payroll", "record": {"gross_pay": "4326.01", "payroll_month": "2026-03", "allowed_deduction": "386.64"}}}
Authoritative case reference schedule: {"first-half": {"rate": "0.07", "cap": "4500.00", "deduction": "400.00", "free": "1200.00", "upper": "3600.00", "middle_rate": "0.08", "upper_rate": "0.18"}, "second-half": {"rate": "0.05", "cap": "4500.00", "deduction": "400.00", "free": "1200.00", "upper": "3600.00", "middle_rate": "0.08", "upper_rate": "0.22"}}
Rollouts
Rollout #1 100.0% passed · 8.1s · $0.0014
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": "4326.01",
  "employee_contribution": "302.82",
  "allowed_deduction": "386.64",
  "taxable_pay": "3636.55",
  "income_tax": "198.58",
  "net_pay": "3437.97",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
The case schedule overrides defaults. First-half row for 2026-03.

rate 0.07, cap 4500.00, deduction cap 400.00, free 1200.00, upper 3600.00, middle 0.08, upper 0.18.

gross_pay = 4326.01
employee contribution = 0.07 * min(4326.01, 4500.00) = 0.07 * 4326.01 = 302.8207 -> 302.82
allowed_deduction = 386.64. Cap 400.00. gross - contribution = 4326.01 - 302.82 = 4023.19. 386.64 <= 4023.19. OK.

taxable_pay = 4326.01 - 302.82 - 386.64 = 3636.55
Tax: free 1200 untaxed. portion from 1200 to 3600 = 2400 * 0.08 = 192.00. portion above 3600 = 3636.55 - 3600 = 36.55 * 0.18 = 6.579. Sum = 198.579 -> round to 198.58.

net_pay = 4326.01 - 302.82 - 386.64 - 198.58 = 3438.  Let's compute: 4326.01 - 302.82 = 4023.19; -386.64 = 3636.55; -198.58 = 3437.97.

Check: 3636.55 - 198.58 = 3437.97. Yes.

Clauses: R1-R6.
Rollout #2 100.0% passed · 8.2s · $0.0006
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": "4326.01",
  "employee_contribution": "302.82",
  "allowed_deduction": "386.64",
  "taxable_pay": "3636.55",
  "income_tax": "198.58",
  "net_pay": "3437.97",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
Payroll month 2026-03 → first-half. Custom schedule applies.

gross_pay = 4326.01
contribution rate = 0.07, cap = 4500.00. min(4326.01, 4500) = 4326.01. Contribution = 0.07 * 4326.01 = 302.8207 → 302.82 (round half up).

allowed_deduction = 386.64. Cap = 400.00. Available = gross - contribution = 4326.01 - 302.82 = 4023.19. 386.64 ≤ 400 and ≤ 4023.19. OK.

taxable_pay = 4326.01 - 302.82 - 386.64 = 3636.55.

Tax: free = 1200, upper boundary = 3600. middle rate 0.08, upper rate 0.18.
Portion 1200–3600 = 2400 * 0.08 = 192.00
Portion above 3600 = 3636.55 - 3600 = 36.55 * 0.18 = 6.579 → don't round separately, sum = 198.579 → 198.58.

net_pay = 4326.01 - 302.82 - 386.64 - 198.58 = 3437.97.
Check: 4326.01 - 302.82 = 4023.19; -386.64 = 3636.55; -198.58 = 3437.97. Yes.

Clauses: R1, R2, R3, R4, R5, R6.
Rollout #3 100.0% passed · 8.2s · $0.0005
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": "4326.01",
  "employee_contribution": "302.82",
  "allowed_deduction": "386.64",
  "taxable_pay": "3636.55",
  "income_tax": "198.58",
  "net_pay": "3437.97",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
March 2026 = first-half row. rate 0.07, cap 4500, deduction cap 400, free 1200, upper 3600, middle 0.08, upper rate 0.18.

gross 4326.01. contribution = 0.07 * min(4326.01, 4500) = 0.07*4326.01 = 302.8207 -> 302.82.

allowed_deduction 386.64 ≤ 400 and ≤ gross - contribution = 4326.01-302.82 = 4023.19. OK.

taxable = 4326.01 - 302.82 - 386.64 = 3636.55.

Tax: free 1200 untaxed. 1200 to 3600 = 2400 * 0.08 = 192. Above 3600: 3636.55-3600 = 36.55 * 0.18 = 6.579 -> not rounded separately. Total = 192 + 6.579 = 198.579 -> round half up = 198.58.

net = 4326.01 - 302.82 - 386.64 - 198.58 = 3437.97.

Check: 4326.01-302.82=4023.19; -386.64=3636.55; -198.58=3437.97. Yes.