Luma Payroll Gym
← Heatmap / GLM 5.3 Flash · Task 92
GLM 5.3 Flash · Single-turn · Task 92 (Calculation, at the wage cap) 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 3999.99 3999.99 3999.99 3999.99
employee contribution 280.00 280.00 280.00 280.00
allowed deduction 391.99 391.99 391.99 391.99
taxable pay 3328.00 3328.00 3328.00 3328.00
income tax 324.16 324.16 324.16 324.16
net pay 3003.84 3003.84 3003.84 3003.84
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: {"96ed6aa66caaba7d-payroll": {"kind": "payroll", "record": {"gross_pay": "3999.99", "payroll_month": "2026-09", "allowed_deduction": "391.99"}}, "96ed6aa66caaba7d-contract": {"kind": "contract", "gross_pay": "3999.99"}}
Authoritative case reference schedule: {"first-half": {"rate": "0.05", "cap": "3500.00", "deduction": "400.00", "free": "1100.00", "upper": "3000.00", "middle_rate": "0.14", "upper_rate": "0.20"}, "second-half": {"rate": "0.07", "cap": "4000.00", "deduction": "400.00", "free": "1200.00", "upper": "3000.00", "middle_rate": "0.14", "upper_rate": "0.22"}}
Rollouts
Rollout #1 100.0% passed · 10.2s · $0.0009
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": "3999.99",
  "employee_contribution": "280.00",
  "allowed_deduction": "391.99",
  "taxable_pay": "3328.00",
  "income_tax": "324.16",
  "net_pay": "3003.84",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "Payroll month 2026-09 selects the case schedule's second-half row (rate 0.07, cap 4000.00, deduction cap 400.00, free 1200.00, upper 3000.00, middle 0.14, upper rate 0.22). Contribution: 0.07 x min(3999.99, 4000.00) = 279.9993 -> 280.00. Allowed deduction 391.99 is within the 400.00 cap and below gross minus contribution (3719.99). Taxable pay: 3999.99 - 280.00 - 391.99 = 3328.00. Tax: 1200.00 untaxed; 1800.00 x 0.14 = 252.00; 328.00 x 0.22 = 72.16; total 324.16. Net pay: 3999.99 - 280.00 - 391.99 - 324.16 = 3003.84. Contract gross pay matches the payroll record, so no amendment is needed."
}
Reasoning
Let me work through this payroll calculation.

Input:
- gross_pay: 3999.99
- payroll_month: 2026-09
- allowed_deduction: 391.99
- contract gross_pay: 3999.99 (matches, no conflict)

Case reference schedule (authoritative, replaces defaults):
- second-half (2026-07 through 2026-12): rate 0.07, cap 4000.00, deduction 400.00, free 1200.00, upper 3000.00, middle_rate 0.14, upper_rate 0.22

Steps:
1. Employee contribution (R3): rate × min(gross, cap) = 0.07 × min(3999.99, 4000.00) = 0.07 × 3999.99 = 279.9993 → round half up to 280.00.

Wait, 0.07 × 3999.99 = 279.9993. Rounded to two decimals: 280.00 (since 279.9993 → 280.00? Let's check: 279.9993 rounded to 2 decimals: third decimal is 9, so 279.99 + 0.01 = 280.00. Actually 279.9993: two decimal places look at 279.99|93 → the digits after are 93, which is ≥ 50? Rounding to two decimals: 279.9993 → look at third decimal digit which is 9 → round up → 280.00. Yes, 280.00.

2. Allowed deduction check (R4): must not exceed deduction cap (400.00) or gross pay minus rounded contribution (3999.99 − 280.00 = 3719.99). 391.99 ≤ 400.00 and ≤ 3719.99. OK.

3. Taxable pay (R4): gross − contribution − deduction = 3999.99 − 280.00 − 391.99 = 3328.00.

4. Income tax (R5), second-half row: free = 1200.00, upper = 3000.00, middle_rate = 0.14, upper_rate = 0.22.
- Taxable up to 1200: 0 tax.
- 1200 to 3000: 1800 × 0.14 = 252.00.
- Above 3000: 3328.00 − 3000.00 = 328.00 × 0.22 = 72.16.
Total tax = 252.00 + 72.16 = 324.16.

5. Net pay (R6): 3999.99 − 280.00 − 391.99 − 324.16 = 3003.84.

Let me verify: 3999.99 − 280.00 = 3719.99; 3719.99 − 391.99 = 3328.00; 3328.00 − 324.16 = 3003.84.

Contract gross pay matches payroll gross pay (3999.99 = 3999.99), so no amendment needed; R9 not cited.

Answer fields:
- decision: "calculate"
- currency: "LCR"
- gross_pay: "3999.99"
- employee_contribution: "280.00"
- allowed_deduction: "391.99"
- taxable_pay: "3328.00"
- income_tax: "324.16"
- net_pay: "3003.84"
- clauses: ["R1", "R2", "R3", "R4", "R5", "R6"]

The schedule is authoritative per R1, so citing R1 covers the schedule selection. Output JSON without markdown fences.
Rollout #2 100.0% passed · 8.6s · $0.0009
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": "3999.99",
  "employee_contribution": "280.00",
  "allowed_deduction": "391.99",
  "taxable_pay": "3328.00",
  "income_tax": "324.16",
  "net_pay": "3003.84",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "Payroll month 2026-09 selects the second-half row of the authoritative case schedule (rate 0.07, wage cap 4000.00, deduction cap 400.00, tax-free 1200.00, upper bracket begins 3000.00). Contribution: 0.07 x min(3999.99, 4000.00) = 279.9993, rounded to 280.00. Allowed deduction 391.99 is within the 400.00 cap and within gross pay minus contribution (3719.99). Taxable pay: 3999.99 - 280.00 - 391.99 = 3328.00. Tax: first 1200.00 untaxed; 1800.00 x 0.14 = 252.00; (3328.00 - 3000.00) x 0.22 = 72.16; total 324.16. Net pay: 3999.99 - 280.00 - 391.99 - 324.16 = 3003.84. Contract gross pay matches the payroll record, so no amendment is needed."
}
Reasoning
Let me process this payroll record.

Inputs:
- gross_pay: "3999.99"
- payroll_month: "2026-09"
- allowed_deduction: "391.99"
- contract gross_pay: "3999.99" (matches, so no conflict)

Reference schedule (authoritative case schedule overrides defaults):
- Payroll month 2026-09 is in second-half (2026-07 through 2026-12).
- Second-half row: rate = 0.07, cap = 4000.00, deduction cap = 400.00, free = 1200.00, upper = 3000.00, middle_rate = 0.14, upper_rate = 0.22

Steps:

1. Employee contribution (R3): rate × min(gross, cap) = 0.07 × min(3999.99, 4000.00) = 0.07 × 3999.99 = 279.9993 → round to 280.00 (round half up: 279.9993 → 280.00? Wait, 279.9993 rounds to 280.00 at two decimals: 279.9993 → the third decimal is 9, so 279.9993 ≈ 280.00. Actually 279.9993 to two decimals: 279.99|93 → the part after two decimals is 0.0093, which is ≥ 0.005, so rounds up to 280.00. Yes, 280.00.

2. Allowed deduction check (R4): allowed_deduction = 391.99. Cap = 400.00. Gross pay minus rounded contribution = 3999.99 − 280.00 = 3719.99. 391.99 ≤ 400.00 and ≤ 3719.99, so valid.

3. Taxable pay (R4): gross − contribution − deduction = 3999.99 − 280.00 − 391.99 = 3328.00.

Let me compute: 3999.99 − 280.00 = 3719.99. 3719.99 − 391.99 = 3328.00. Yes.

4. Income tax (R5): progressive brackets with free = 1200.00, upper boundary = 3000.00, middle rate = 0.14, upper rate = 0.22.
- First 1200.00: 0 tax.
- 1200.00 to 3000.00: 1800.00 × 0.14 = 252.00.
- Above 3000.00: 3328.00 − 3000.00 = 328.00 × 0.22 = 72.16.
- Total = 252.00 + 72.16 = 324.16.

5. Net pay (R6): gross − contribution − deduction − tax = 3999.99 − 280.00 − 391.99 − 324.16 = ?

3999.99 − 280.00 = 3719.99. 3719.99 − 391.99 = 3328.00. 3328.00 − 324.16 = 3003.84.

So:
- gross_pay: "3999.99"
- employee_contribution: "280.00"
- allowed_deduction: "391.99"
- taxable_pay: "3328.00"
- income_tax: "324.16"
- net_pay: "3003.84"
- currency: "LCR"
- decision: "calculate"

Clauses: R1 (row selection, schedule), R2 (rounding), R3 (contribution), R4 (deduction/taxable), R5 (tax), R6 (net pay/answer). Contract matches gross pay so no R9 needed.

Check contribution rounding: 0.07 × 3999.99 = 279.9993. Round half-up to two decimals: 280.00. Yes.

Check tax computation doesn't round intermediate products before summing: 252.00 and 72.16 are exact anyway.

Output JSON without markdown fences.
Rollout #3 100.0% passed · 6.6s · $0.0010
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": "3999.99",
  "employee_contribution": "280.00",
  "allowed_deduction": "391.99",
  "taxable_pay": "3328.00",
  "income_tax": "324.16",
  "net_pay": "3003.84",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "2026-09 selects the case schedule's second-half row (rate 0.07, cap 4000.00, deduction cap 400.00, free 1200.00, upper 3000.00, middle 0.14, upper 0.22). Contribution: 0.07 x 3999.99 = 279.9993 -> 280.00. Allowed deduction 391.99 is within the 400.00 cap and below 3999.99 - 280.00 = 3719.99. Taxable pay: 3999.99 - 280.00 - 391.99 = 3328.00. Tax: 1200.00 free, 1800.00 x 0.14 = 252.00, 328.00 x 0.22 = 72.16, total 324.16. Net pay: 3999.99 - 280.00 - 391.99 - 324.16 = 3003.84. Contract gross pay matches the payroll record, so no amendment is needed."
}
Reasoning
Let me work through this payroll case.

Inputs:
- gross_pay: "3999.99"
- payroll_month: "2026-09"
- allowed_deduction: "391.99"
- contract gross_pay: "3999.99" (matches, so no conflict)

Case reference schedule (authoritative):
- second-half (2026-07 through 2026-12): rate 0.07, cap 4000.00, deduction 400.00, free 1200.00, upper 3000.00, middle_rate 0.14, upper_rate 0.22

Step 1: Employee contribution (R3): rate × min(gross, cap) = 0.07 × min(3999.99, 4000.00) = 0.07 × 3999.99 = 279.9993 → round to 280.00.

Wait, 0.07 × 3999.99 = 279.9993. Round half up to two decimals: 280.00? 279.9993 → 280.00 when rounded to two decimals? 279.9993 rounds to 280.00 (since 279.9993 is closer to 280.00 than 279.99? Let's check: 279.9993 - 279.99 = 0.0093; 280.00 - 279.9993 = 0.0007. Yes, 280.00).

Actually wait: rounding 279.9993 to two decimal places: third decimal is 9, so we round up: 279.99 + 0.01 = 280.00. Yes, 280.00.

Step 2: Allowed deduction check (R4): must not exceed deduction cap (400.00) or gross pay minus rounded employee contribution = 3999.99 - 280.00 = 3719.99. Allowed deduction 391.99 ≤ 400.00 and ≤ 3719.99. OK.

Step 3: Taxable pay = gross - contribution - deduction = 3999.99 - 280.00 - 391.99 = 3328.00.

Step 4: Income tax (R5): brackets: free = 1200.00, upper begins at 3000.00, middle rate 0.14, upper rate 0.22.
- First 1200.00: 0 tax.
- Portion from 1200.00 to 3000.00: 1800.00 × 0.14 = 252.00.
- Portion above 3000.00: 3328.00 - 3000.00 = 328.00 × 0.22 = 72.16.
Total tax = 252.00 + 72.16 = 324.16.

Step 5: Net pay = 3999.99 - 280.00 - 391.99 - 324.16 = 3003.84.

Let me verify: 3999.99 - 280.00 = 3719.99. 3719.99 - 391.99 = 3328.00. 3328.00 - 324.16 = 3003.84. Yes.

Answer JSON:
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "3999.99",
  "employee_contribution": "280.00",
  "allowed_deduction": "391.99",
  "taxable_pay": "3328.00",
  "income_tax": "324.16",
  "net_pay": "3003.84",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}

Contract matches gross pay, so no R9 citation needed.

Should I include an explanation? Optional. I could include a brief explanation. The instructions say an optional explanation string is permitted. I'll include a brief one.

Note: the case schedule replaces defaults. The second-half row from the schedule: rate 0.07, cap 4000.00, deduction 400.00, free 1200.00, upper 3000.00, middle 0.14, upper_rate 0.22. I used that correctly.

Output one JSON object without Markdown fences.