Luma Payroll Gym
← Heatmap / GLM 5.3 Flash · Task 53
GLM 5.3 Flash · Single-turn · Task 53 (Calculation, upper bracket, resolved amendment) 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 4484.82 4484.82 4484.82 4484.82
employee contribution 179.39 179.39 179.39 179.39
allowed deduction 395.18 395.18 395.18 395.18
taxable pay 3910.25 3910.25 3910.25 3910.25
income tax 325.85 325.85 325.85 325.85
net pay 3584.40 3584.40 3584.40 3584.40
clauses R1 R2 R3 R4 R5 R6 R9 R1 R2 R3 R4 R5 R6 R9 R1 R2 R3 R4 R5 R6 R9 R1 R2 R3 R4 R5 R6 R9
Prompt
Process this monthly payroll record under the supplied rulebook. Return the R6 or R7 JSON answer.
Source documents: {"c930a30c2090b4dc-payroll": {"kind": "payroll", "record": {"gross_pay": "4484.82", "payroll_month": "2026-11", "allowed_deduction": "395.18"}}, "c930a30c2090b4dc-contract": {"kind": "contract", "gross_pay": "4728.75"}, "c930a30c2090b4dc-amendment": {"kind": "amendment", "gross_pay": "4484.82", "approved": true, "effective_month": "2026-05"}}
Authoritative case reference schedule: {"first-half": {"rate": "0.06", "cap": "4000.00", "deduction": "400.00", "free": "1100.00", "upper": "3600.00", "middle_rate": "0.14", "upper_rate": "0.24"}, "second-half": {"rate": "0.04", "cap": "4500.00", "deduction": "400.00", "free": "900.00", "upper": "3600.00", "middle_rate": "0.10", "upper_rate": "0.18"}}
Rollouts
Rollout #1 100.0% passed · 15.1s · $0.0011
ComponentScoreClauses
decision 100.0% R1 R2 R3 R4 R5 R6 R9
exact 100.0% R1 R2 R3 R4 R5 R6 R9
field accuracy 100.0% R1 R2 R3 R4 R5 R6 R9
citations 100.0% R1 R2 R3 R4 R5 R6 R9
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "4484.82",
  "employee_contribution": "179.39",
  "allowed_deduction": "395.18",
  "taxable_pay": "3910.25",
  "income_tax": "325.85",
  "net_pay": "3584.40",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6", "R9"],
  "explanation": "Payroll month 2026-11 selects the second-half row of the case schedule (rate 0.04, wage cap 4500.00, deduction cap 400.00, tax-free 900.00, upper boundary 3600.00). The contract gross (4728.75) conflicts with the payroll gross, but the approved amendment effective 2026-05 matches the payroll gross (4484.82), so the conflict is resolved under R9. Contribution: 4484.82 x 0.04 = 179.3928 -> 179.39. Deduction 395.18 is within the 400.00 cap and below available pay (4484.82 - 179.39 = 4305.43). Taxable pay: 4484.82 - 179.39 - 395.18 = 3910.25. Tax: 2700.00 x 0.10 + 310.25 x 0.18 = 325.845 -> 325.85. Net pay: 4484.82 - 179.39 - 395.18 - 325.85 = 3584.40."
}
Reasoning
Let me process this payroll record.

Inputs:
- gross_pay: 4484.82
- payroll_month: 2026-11
- allowed_deduction: 395.18
- contract gross_pay: 4728.75 (differs from payroll gross_pay)
- amendment: gross_pay 4484.82, approved: true, effective_month: 2026-05

Reference schedule (authoritative case schedule):
- second-half (2026-07 through 2026-12): rate 0.04, cap 4500.00, deduction 400.00, free 900.00, upper 3600.00, middle_rate 0.10, upper_rate 0.18

Step 1: Check required inputs per R7.
- gross_pay present: 4484.82 ✓
- payroll_month present: 2026-11 ✓
- Month has reference row: 2026-11 is in 2026-07 through 2026-12, second-half row ✓
- contract_gross_pay 4728.75 differs from gross_pay 4484.82. Check amendment: approved=true, effective_month 2026-05 ≤ 2026-11, amount 4484.82 equals payroll gross_pay 4484.82. So amendment resolves conflict under R9. ✓

Step 2: Employee contribution (R3).
- Contribution rate: 0.04 (second-half from case schedule)
- Wage cap: 4500.00
- min(4484.82, 4500.00) = 4484.82
- Contribution = 4484.82 × 0.04 = 179.3928 → round to 179.39

Let me compute: 4484.82 × 0.04 = 179.3928. Round half-up to two decimals: 179.39.

Step 3: Allowed deduction (R4).
- Deduction cap: 400.00
- Gross pay minus contribution: 4484.82 − 179.39 = 4305.43
- allowed_deduction = 395.18 ≤ 400.00 ✓ and ≤ 4305.43 ✓
- So allowed deduction = 395.18

Step 4: Taxable pay.
- Taxable pay = gross − contribution − deduction = 4484.82 − 179.39 − 395.18 = 3910.25

Compute: 4484.82 − 179.39 = 4305.43; 4305.43 − 395.18 = 3910.25.

Step 5: Income tax (R5).
- Tax-free amount: 900.00
- Upper bracket begins: 3600.00
- Middle rate: 0.10, upper rate: 0.18

Taxable pay = 3910.25.
- Portion up to 900: untaxed.
- Portion 900 to 3600: 2700.00 × 0.10 = 270.00
- Portion above 3600: 3910.25 − 3600 = 310.25 × 0.18 = 55.845

Total tax = 270.00 + 55.845 = 325.845 → round half-up: 325.85.

Wait: 55.845 rounds... but we don't round intermediate products; sum first: 270.00 + 55.845 = 325.845, round to 325.85 (round half-up: 325.845 → third decimal is 5, so round up: 325.85). Actually 325.845 → two decimals: look at third decimal 5, round half up → 325.85. Yes.

Hmm, but wait — the exact decimal: 310.25 × 0.18 = 55.845. 2700 × 0.10 = 270. Sum = 325.845. Round half-up → 325.85.

Step 6: Net pay (R6).
- Net = gross − contribution − deduction − tax = 4484.82 − 179.39 − 395.18 − 325.85

Compute: 4484.82 − 179.39 = 4305.43; 4305.43 − 395.18 = 3910.25; 3910.25 − 325.85 = 3584.40.

Net pay = 3584.40.

Answer fields:
- decision: "calculate"
- currency: "LCR"
- gross_pay: "4484.82"
- employee_contribution: "179.39"
- allowed_deduction: "395.18"
- taxable_pay: "3910.25"
- income_tax: "325.85"
- net_pay: "3584.40"
- clauses: R1 (row selection), R2 (rounding), R3 (contribution), R4 (deduction), R5 (tax), R6 (net pay), R9 (amendment resolves conflict).

Citations: "Calculated answers cite R1 through R6, and also R9 only when an amendment is needed to resolve a conflict." Here the amendment was needed to resolve the contract conflict, so include R9.

Clauses: ["R1","R2","R3","R4","R5","R6","R9"]

Optionally an explanation string. I'll include a brief explanation.
Rollout #2 100.0% passed · 14.3s · $0.0009
ComponentScoreClauses
decision 100.0% R1 R2 R3 R4 R5 R6 R9
exact 100.0% R1 R2 R3 R4 R5 R6 R9
field accuracy 100.0% R1 R2 R3 R4 R5 R6 R9
citations 100.0% R1 R2 R3 R4 R5 R6 R9
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "4484.82",
  "employee_contribution": "179.39",
  "allowed_deduction": "395.18",
  "taxable_pay": "3910.25",
  "income_tax": "325.85",
  "net_pay": "3584.40",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6", "R9"],
  "explanation": "The contract gross pay (4728.75) conflicts with the payroll record (4484.82), but the approved amendment with effective_month 2026-05 (no later than 2026-11) and matching amount 4484.82 resolves the conflict under R9. The 2026-11 payroll month selects the case schedule's second-half row (rate 0.04, wage cap 4500.00, deduction cap 400.00, tax-free 900.00, upper bracket 3600.00, middle rate 0.10, upper rate 0.18). Contribution: 0.04 x min(4484.82, 4500.00) = 179.39. Allowed deduction 395.18 is within the 400.00 cap and available pay. Taxable pay: 4484.82 - 179.39 - 395.18 = 3910.25. Tax: first 900.00 untaxed; (3600.00 - 900.00) x 0.10 = 270.00; (3910.25 - 3600.00) x 0.18 = 55.845; total 325.845 rounds to 325.85. Net pay: 4484.82 - 179.39 - 395.18 - 325.85 = 3584.40."
}
Reasoning
Let me process this payroll record.

Inputs:
- gross_pay: "4484.82"
- payroll_month: "2026-11"
- allowed_deduction: "395.18"
- contract gross_pay: "4728.75"
- amendment: gross_pay "4484.82", approved true, effective_month "2026-05"

Case schedule (authoritative, replaces defaults):
- second-half (2026-11 falls in 2026-07 through 2026-12): rate 0.04, cap 4500.00, deduction cap 400.00, free 900.00, upper 3600.00, middle_rate 0.10, upper_rate 0.18

Check R7 order:
1. gross_pay present: "4484.82" ✓
2. payroll_month present: "2026-11" ✓
3. Month has reference row: 2026-11 → second-half ✓
4. Contract conflict: contract gross_pay "4728.75" differs from payroll gross_pay "4484.82". Amendment: approved true, effective_month "2026-05" ≤ "2026-11", amount "4484.82" equals payroll record's gross_pay "4484.82". So amendment resolves conflict under R9. Cite R9 in calculated answer.

Now calculate:

Employee contribution (R3): rate 0.04 × min(4484.82, 4500.00) = 0.04 × 4484.82 = 179.3928 → round to 179.39.

Wait, R2 says round monetary calculation results to two decimal places using round-half-up. 0.04 × 4484.82 = 179.3928 → 179.39.

Allowed deduction (R4): 395.18. Check: must not exceed deduction cap 400.00 ✓ and gross pay minus rounded contribution: 4484.82 − 179.39 = 4305.43. 395.18 ≤ 4305.43 ✓. So allowed deduction = 395.18.

Taxable pay (R4): gross − contribution − deduction = 4484.82 − 179.39 − 395.18 = 3910.25.

Let me compute: 4484.82 − 179.39 = 4305.43. 4305.43 − 395.18 = 3910.25.

Income tax (R5): progressive brackets with free = 900.00, upper = 3600.00, middle_rate 0.10, upper_rate 0.18.

Taxable pay 3910.25.
- Portion up to 900.00: untaxed.
- Portion 900.00 to 3600.00: 2700.00 × 0.10 = 270.00.
- Portion above 3600.00: 3910.25 − 3600.00 = 310.25 × 0.18 = 55.845.

Total = 270.00 + 55.845 = 325.845 → round half-up to 325.85? Wait, 325.845 rounds to 325.85 (round-half-up: third decimal 5 rounds up). Actually 325.845 → the digit after second decimal is 5, so round up: 325.85.

Hmm, but "Do not round intermediate bracket products separately before summing income tax." So sum 270.00 + 55.845 = 325.845, then round → 325.85.

Wait, let me double-check 310.25 × 0.18 = 55.845. Yes.

Total tax = 325.845 → 325.85.

Net pay (R6): gross − contribution − deduction − tax = 4484.82 − 179.39 − 395.18 − 325.85.

4484.82 − 179.39 = 4305.43.
4305.43 − 395.18 = 3910.25.
3910.25 − 325.85 = 3584.40.

Net pay = 3584.40.

Fields:
- decision: "calculate"
- currency: "LCR"
- gross_pay: "4484.82"
- employee_contribution: "179.39"
- allowed_deduction: "395.18"
- taxable_pay: "3910.25"
- income_tax: "325.85"
- net_pay: "3584.40"
- clauses: R1, R2, R3, R4, R5, R6, R9 (amendment resolves conflict)

Citation: "Calculated answers cite R1 through R6, and also R9 only when an amendment is needed to resolve a conflict." Here the amendment is needed to resolve the contract conflict (contract differs from payroll gross). So include R9.

Clauses: ["R1", "R2", "R3", "R4", "R5", "R6", "R9"].

Optional explanation string permitted. I could add brief explanation noting amendment resolves conflict.

Output one JSON object, no markdown fences.
Rollout #3 100.0% passed · 14.3s · $0.0010
ComponentScoreClauses
decision 100.0% R1 R2 R3 R4 R5 R6 R9
exact 100.0% R1 R2 R3 R4 R5 R6 R9
field accuracy 100.0% R1 R2 R3 R4 R5 R6 R9
citations 100.0% R1 R2 R3 R4 R5 R6 R9
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "4484.82",
  "employee_contribution": "179.39",
  "allowed_deduction": "395.18",
  "taxable_pay": "3910.25",
  "income_tax": "325.85",
  "net_pay": "3584.40",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6", "R9"],
  "explanation": "Payroll month 2026-11 selects the second-half case schedule row (rate 0.04, wage cap 4500.00, deduction cap 400.00, tax-free 900.00, upper boundary 3600.00, middle 0.10, upper 0.18). The contract gross pay (4728.75) conflicts with the payroll record, but the approved amendment effective 2026-05 matches the payroll gross pay of 4484.82, so the conflict is resolved under R9. Contribution: 0.04 x 4484.82 = 179.39. Deduction 395.18 is within the 400.00 cap and available pay. Taxable pay: 4484.82 - 179.39 - 395.18 = 3910.25. Tax: 2700.00 x 0.10 + 310.25 x 0.18 = 325.845, rounded to 325.85. Net pay: 4484.82 - 179.39 - 395.18 - 325.85 = 3584.40."
}
Reasoning
Let me process this payroll record.

Inputs:
- Payroll record: gross_pay = 4484.82, payroll_month = 2026-11, allowed_deduction = 395.18
- Contract gross_pay = 4728.75 (conflicts with payroll gross_pay 4484.82)
- Amendment: gross_pay = 4484.82, approved = true, effective_month = 2026-05

Case reference schedule (authoritative, replaces defaults):
- first-half (2026-01 through 2026-06): rate 0.06, cap 4000.00, deduction 400.00, free 1100.00, upper 3600.00, middle_rate 0.14, upper_rate 0.24
- second-half (2026-07 through 2026-12): rate 0.04, cap 4500.00, deduction 400.00, free 900.00, upper 3600.00, middle_rate 0.10, upper_rate 0.18

Payroll month 2026-11 → second-half row.

Check order per R7:
1. Missing gross_pay? No, present (4484.82).
2. Missing payroll_month? No, 2026-11.
3. Month without reference row? 2026-11 is covered by second-half row. OK.
4. Contract conflict: contract gross_pay 4728.75 differs from payroll gross_pay 4484.82. Check amendment under R9: approved = true, effective_month 2026-05 ≤ 2026-11, amount 4484.82 equals payroll record's gross pay 4484.82. So the amendment resolves the conflict. Use gross_pay = 4484.82. Cite R9.

Now calculate:

Employee contribution (R3): rate 0.04 × min(4484.82, 4500.00) = 0.04 × 4484.82 = 179.3928 → round to 179.39.

Allowed deduction (R4): 395.18. Check cap: 400.00 (second-half deduction cap). 395.18 ≤ 400.00 OK. Check gross pay minus rounded contribution: 4484.82 − 179.39 = 4305.43. 395.18 ≤ 4305.43 OK.

Taxable pay: 4484.82 − 179.39 − 395.18 = 3910.25.

Let me compute: 4484.82 − 179.39 = 4305.43. 4305.43 − 395.18 = 3910.25.

Income tax (R5), second-half: free = 900.00, upper boundary = 3600.00, middle_rate = 0.10, upper_rate = 0.18.

- Portion up to 900.00: untaxed.
- Portion 900.00 to 3600.00: 2700.00 × 0.10 = 270.00.
- Portion above 3600.00: 3910.25 − 3600.00 = 310.25 × 0.18 = 55.845.

Total tax = 270.00 + 55.845 = 325.845 → round half-up to 325.85.

Wait — R2 says round monetary calculation results to two decimal places using round-half-up. Do not round intermediate bracket products separately before summing income tax. So sum first: 270.00 + 55.845 = 325.845, then round → 325.85. Hmm, 325.845 rounds to 325.85 with round-half-up (the third decimal is 5, round up the second decimal: 325.84 + 0.01 = 325.85). Actually 325.845 → the digit after hundredths is 5, so round up: 325.85. Yes.

Net pay (R6): 4484.82 − 179.39 − 395.18 − 325.85 = ?

4484.82 − 179.39 = 4305.43.
4305.43 − 395.18 = 3910.25.
3910.25 − 325.85 = 3584.40.

Net pay = 3584.40.

Fields:
- decision: "calculate"
- currency: "LCR"
- gross_pay: "4484.82"
- employee_contribution: "179.39"
- allowed_deduction: "395.18"
- taxable_pay: "3910.25"
- income_tax: "325.85"
- net_pay: "3584.40"
- clauses: R1, R2, R3, R4, R5, R6, R9 (amendment resolves conflict).

Citation requirements: Calculated answers cite R1 through R6, and also R9 only when an amendment is needed to resolve a conflict. Here the amendment was needed (contract conflict), so include R9.

Also mention the case schedule in R1? Clauses are identifiers like R3. I'll include ["R1","R2","R3","R4","R5","R6","R9"].

Optional explanation string permitted. I can add a brief explanation noting the amendment resolved the conflict and the second-half schedule row applies.

Do not include input-only fields like payroll_month, contract_gross_pay, amendment.

Money as strings with two decimals. Good.

Double-check contribution: 0.04 × 4484.82 = 179.3928. Round half-up to two decimals: 179.39 (third decimal 2 < 5). Yes.

Check wage cap: 4500.00; min(4484.82, 4500.00) = 4484.82. Correct.

Taxable pay 3910.25 > upper boundary 3600.00, so upper bracket applies to 310.25.

Tax: 2700.00 × 0.10 = 270.00; 310.25 × 0.18 = 55.845. Sum 325.845 → 325.85.

Net: 3584.40.

JSON only, no markdown fences.