Luma Payroll Gym
← Heatmap / DeepSeek V4.1 Flash · Task 96
DeepSeek V4.1 Flash · Single-turn · Task 96 (Calculation, half-cent rounding tie) 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 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 165.95 165.95 165.95 165.95
net pay 2219.40 2219.40 2219.40 2219.40
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 #1 100.0% passed · 2.7s · $0.0012
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": "2510.90",
  "employee_contribution": "125.55",
  "allowed_deduction": "0.00",
  "taxable_pay": "2385.35",
  "income_tax": "165.95",
  "net_pay": "2219.40",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
We need answer JSON only. Need process payroll. Need understand rules. We have gross_pay 2510.90, payroll_month 2026-11. Authoritative case reference schedule supplied. Need select second-half row because 2026-11. Values: rate 0.05, cap 3500.00, deduction cap 400.00, free 1200.00, upper 3000.00, middle_rate 0.14, upper_rate 0.20. No allowed_deduction provided, defaults 0.00. Need calculate employee contribution = rate * min(gross, cap). Gross 2510.90 < 3500, so contribution = 0.05 * 2510.90 = 125.545. Round half-up to two decimals = 125.55? Let's check: 2510.90 * 0.05 = 125.545 exactly. Round half-up to two decimals: third decimal 5, so 125.55. Yes.

Allowed deduction defaults 0.00. Must not exceed deduction cap 400 or gross - contribution = 2510.90 - 125.55 = 2385.35. 0 ok.

Taxable pay = gross - employee contribution - allowed deduction = 2510.90 - 125.55 - 0.00 = 2385.35.

Income tax progressive:
Tax-free amount = 1200.00. Upper bracket begins = 3000.00. Taxable pay 2385.35 <= upper 3000, so only middle rate on amount above free up to taxable. Portion above free = 2385.35 - 1200.00 = 1185.35. Tax = 1185.35 * 0.14 = 165.949? Compute: 1185.35 * 0.14 = 165.9490. Round half-up to two decimals = 165.95 (third decimal 9). Wait 165.949 -> two decimals: hundredths digit 4? Let's compute carefully. 1185.35 * 14 /100 = 16594.9 /100 = 165.949. To two decimals: 165.95 because third decimal 9. Yes.

Net pay = gross - contribution - allowed deduction - income tax = 2510.90 - 125.55 - 0.00 - 165.95 = 2219.40? Compute: 2510.90 - 125.55 = 2385.35. 2385.35 - 165.95 = 2219.40. Yes.

Need answer fields: decision, currency, gross_pay, employee_contribution, allowed_deduction, taxable_pay, income_tax, net_pay, clauses. Optional explanation permitted. Use exactly required answer fields and only clauses that directly govern. Need cite clauses R1-R6? For calculated answers cite R1 through R6, and R9 only when amendment needed. No amendment. So clauses likely ["R1","R2","R3","R4","R5","R6"]. Need maybe R1 for reference schedule? Yes. Include all R1-R6. Money strings two decimals.

Need ensure no input-only fields. Return JSON object no markdown. Let's craft.

Double-check schedule: "When supplied, its numeric values replace defaults above for that case only. The meanings and period boundaries stay same." So second-half row applies. Good.

Check R2: input gross_pay "2510.90" valid. Contribution rounding: 125.545 round half-up. Some might use Decimal ROUND_HALF_UP. 125.55. Tax: 165.949 -> 165.95. Net: 2219.40.

Need maybe allowed_deduction default 0.00. Good.

Let's produce JSON. Ensure no extra prose.
Rollout #2 100.0% passed · 2.4s · $0.0008
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": "2510.90",
  "employee_contribution": "125.55",
  "allowed_deduction": "0.00",
  "taxable_pay": "2385.35",
  "income_tax": "165.95",
  "net_pay": "2219.40",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
We need answer JSON only. Need process payroll. Need use authoritative schedule. Month 2026-11 => second-half row. Gross 2510.90. No allowed_deduction provided, defaults 0.00. Need calculate employee contribution = rate 0.05 * min(gross, cap 3500) = 0.05*2510.90 = 125.545 -> round half-up 125.55? Let's compute: 2510.90*0.05 = 125.545. Round to two decimals half-up: third decimal 5, so 125.55. Yes.

Allowed deduction 0.00. Check cap 400 and gross - contribution = 2510.90 -125.55=2385.35, 0 <=.

Taxable pay = gross - employee contribution - allowed deduction = 2510.90 - 125.55 = 2385.35.

Income tax progressive: free 1200.00. Taxable 2385.35. Upper bracket begins 3000.00. Since taxable <= 3000, portion above free up to upper = 2385.35 - 1200 = 1185.35 at middle rate 0.14. Upper portion 0. Tax = 1185.35*0.14 = 165.949? Compute 1185.35*0.14 = 1185.35*14/100 = 16594.9/100 = 165.949. Round half-up to two decimals: 165.95 (third decimal 9). So income_tax 165.95.

Net pay = gross - contribution - deduction - income tax = 2510.90 -125.55 -0 -165.95 = 2219.40? 2510.90-125.55=2385.35; -165.95=2219.40. Yes.

Need clauses: R1 through R6? Since no amendment. Include R1,R2,R3,R4,R5,R6. Need JSON fields: decision, currency, gross_pay, employee_contribution, allowed_deduction, taxable_pay, income_tax, net_pay, clauses. Optional explanation maybe not needed. Use exactly required fields. Money strings two decimals. Need no Markdown. Ensure valid JSON.

Need consider R4 allowed_deduction defaults to 0.00. Good.

Let's craft final.
Rollout #3 100.0% passed · 3.6s · $0.0015
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": "2510.90",
  "employee_contribution": "125.55",
  "allowed_deduction": "0.00",
  "taxable_pay": "2385.35",
  "income_tax": "165.95",
  "net_pay": "2219.40",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
We need answer JSON only. Need calculate. Need inspect rules. Payroll month 2026-11 => second-half. Authoritative schedule supplied overrides defaults. second-half values: rate 0.05, cap 3500.00, deduction cap 400.00, tax-free 1200.00, upper bracket begins 3000.00, middle_rate 0.14, upper_rate 0.20.

Gross_pay 2510.90. No allowed_deduction provided => default 0.00.

Employee contribution = rate * min(gross, cap). min(2510.90,3500)=2510.90. 0.05 * 2510.90 = 125.545. Round half-up to two decimals = 125.55? Let's compute: 2510.90*5/100 = 125.545. Round half-up at third decimal 5 => 125.55 yes.

Allowed deduction 0.00. Check cap 400 and gross - contribution = 2510.90 - 125.55 = 2385.35. 0 <=.

Taxable pay = gross - employee_contribution - allowed_deduction = 2510.90 - 125.55 - 0 = 2385.35.

Income tax progressive:
Tax-free amount 1200.00. Taxable pay 2385.35. Upper bracket begins 3000.00. Since taxable pay <= 3000, all above free up to taxable uses middle rate 0.14. Portion = 2385.35 - 1200.00 = 1185.35. Tax = 1185.35 * 0.14 = 165.949? Compute 1185.35*14/100 = 165.949? 1185.35*0.1=118.535; *0.04=47.414; sum=165.949. Round half-up to two decimals: 165.95 (third decimal 9). Yes.

Net pay = gross - employee_contribution - allowed_deduction - income_tax = 2510.90 - 125.55 - 0 - 165.95 = 2219.40? Compute 2510.90-125.55=2385.35; -165.95=2219.40. Yes.

Need clauses: calculated answers cite R1 through R6, and also R9 only when amendment needed. No amendment. So clauses ["R1","R2","R3","R4","R5","R6"]? They said cite R1 through R6. Include all? Probably yes. Need JSON fields: decision, currency, gross_pay, employee_contribution, allowed_deduction, taxable_pay, income_tax, net_pay, clauses. Optional explanation permitted. No markdown. Ensure money strings two decimals. Use exactly required answer fields. We can include explanation? Not necessary. Need only clauses that directly govern answer. "Use exactly the required answer fields and only the clauses that directly govern the answer." For calculate required fields include clauses. Could cite R1-R6. Maybe R2 for rounding, R3 contribution, R4 deduction, R5 tax, R6 net. R1 reference. Fine.

Need be careful: "only the clauses that directly govern the answer" Could include R1, R2, R3, R4, R5, R6. R6 answer format. Yes.

Double-check if authoritative schedule values replace defaults. Yes. Month 2026-11 second-half. Contribution rate 0.05. Wage cap 3500.00. Deduction cap 400.00. Tax-free 1200.00. Upper begins 3000.00. Middle 0.14, upper 0.20. Since taxable 2385.35 below upper 3000, upper rate not used.

Let's ensure rounding employee contribution: 125.545 -> half-up. Decimal rounding. At two decimals, 125.55. Yes.

Income tax: 1185.35 * 0.14 = 165.949. Round half-up to 165.95. Yes.

Net: 2510.90 - 125.55 - 0.00 - 165.95 = 2219.40. Yes.

Potential subtlety: R4 allowed deduction default 0.00 when omitted. Good.

Potential subtlety: taxable pay subtract both rounded employee contribution and allowed deduction. Yes.

Potential subtlety: income tax bracket products not rounded separately before summing. We only one product. Good.

Potential subtlety: source documents include a key "a84676d7d0d22839-payroll": kind payroll record. Fine.

Need return JSON object no markdown. Ensure no extra prose.

Final.