Luma Payroll Gym
← Heatmap / MiMo V2.6 Pro · Task 58
MiMo V2.6 Pro · Tool use · Task 58 (Calculation, below tax-free line, 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 599.56 599.56 599.56 599.56
employee contribution 35.97 35.97 35.97 35.97
allowed deduction 68.60 68.60 68.60 68.60
taxable pay 494.99 494.99 494.99 494.99
income tax 0.00 0.00 0.00 0.00
net pay 494.99 494.99 494.99 494.99
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.
Retrieve the case inputs with list_documents and read_document. Reference rows are available only through lookup_reference. Use calculate for exact decimal arithmetic.
Rollouts
Rollout #1 100.0% passed · 6 tool calls · 21.7s · $0.0018
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
list_documents()
Reasoning
Let me start by listing documents.
Tool
[
  {"id": "168ee1fead32400b-payroll", "kind": "payroll"},
  {"id": "168ee1fead32400b-contract", "kind": "contract"},
  {"id": "168ee1fead32400b-amendment", "kind": "amendment"}
]
Assistant
read_document(document_id="168ee1fead32400b-payroll")read_document(document_id="168ee1fead32400b-contract")read_document(document_id="168ee1fead32400b-amendment")lookup_reference(reference="second-half")
Reasoning
Let me read all three documents and lookup reference rows.
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "599.56", "payroll_month": "2026-12", "allowed_deduction": "68.60"}
}
Tool
{
  "kind": "contract",
  "gross_pay": "1019.55"
}
Tool
{
  "kind": "amendment",
  "gross_pay": "599.56",
  "approved": true,
  "effective_month": "2026-01"
}
Tool
{
  "reference": "second-half",
  "months": ["2026-07", "2026-12"],
  "rate": "0.06",
  "cap": "4000.00",
  "deduction": "400.00",
  "free": "900.00",
  "upper": "2800.00",
  "middle_rate": "0.14",
  "upper_rate": "0.20"
}
Assistant
calculate(program="contribution = round(min(599.56, 4000.00) * 0.06, 2)\ntaxable_pay = 599.56 - contribution - 68.60\ntax_middle = round(max(0.00, min(taxable_pay, 2800.00) - 900.00) * 0.14, 2)\ntax_upper = round(max(0.00, taxable_pay - 2800.00) * 0.20, 2)\nincome_tax = round(tax_middle + tax_upper, 2)\nnet_pay = 599.56 - contribution - 68.60 - income_tax")
Reasoning
Payroll month 2026-12, second-half row applies. Gross pay 599.56. Contract gross 1019.55 differs from payroll gross 599.56. Conflict! Amendment: gross 599.56, approved true, effective 2026-01 ≤ 2026-12, amount equals payroll gross (599.56). So amendment resolves the conflict under R9.

Now calculate:
- contribution = 0.06 * min(599.56, 4000.00) = 35.9736 → round 35.97
- allowed_deduction 68.60 ≤ min(400.00, gross - contribution = 599.56 - 35.97 = 563.59). OK.
- taxable_pay = 599.56 - 35.97 - 68.60 = 494.99
- tax: free 900.00. taxable 494.99 ≤ 900, so income_tax = 0.00
- net = 599.56 - 35.97 - 68.60 - 0.00 = 494.99

Clauses: R1-R6, plus R9 (amendment needed to resolve conflict).

Let me verify with calculate.
Tool
{
  "results": {"contribution": "35.97", "taxable_pay": "494.99", "tax_middle": "0.00", "tax_upper": "0.00", "income_tax": "0.00", "net_pay": "494.99"}
}
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "599.56",
  "employee_contribution": "35.97",
  "allowed_deduction": "68.60",
  "taxable_pay": "494.99",
  "income_tax": "0.00",
  "net_pay": "494.99",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6", "R9"],
  "explanation": "The 2026-12 second-half reference row applies (rate 0.06, cap 4000.00, deduction cap 400.00, free 900.00, upper 2800.00). Contract gross 1019.55 conflicts with payroll gross 599.56, but the approved amendment (599.56, effective 2026-01, no later than 2026-12, matching the payroll gross) resolves it under R9. Contribution is 0.06 \u00d7 min(599.56, 4000.00) = 35.97; the 68.60 deduction is within the 400.00 cap and within available pay (563.59). Taxable pay 494.99 falls below the 900.00 tax-free amount, so income tax is 0.00; net pay is 494.99."
}
Reasoning
All consistent. Contract conflict resolved by approved amendment (effective 2026-01 ≤ 2026-12, amount 599.56 = payroll gross). Include R9.

R5: don't round intermediate products separately — I rounded tax_middle and tax_upper separately, but both were 0.00 anyway, so no issue. Actually taxable pay 494.99 is below free amount 900, so tax = 0. Fine.
Rollout #2 100.0% passed · 6 tool calls · 19.3s · $0.0017
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
list_documents()
Reasoning
Let me list documents first.
Tool
[
  {"id": "168ee1fead32400b-payroll", "kind": "payroll"},
  {"id": "168ee1fead32400b-contract", "kind": "contract"},
  {"id": "168ee1fead32400b-amendment", "kind": "amendment"}
]
Assistant
read_document(document_id="168ee1fead32400b-payroll")read_document(document_id="168ee1fead32400b-contract")read_document(document_id="168ee1fead32400b-amendment")
Reasoning
Read all three documents.
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "599.56", "payroll_month": "2026-12", "allowed_deduction": "68.60"}
}
Tool
{
  "kind": "contract",
  "gross_pay": "1019.55"
}
Tool
{
  "kind": "amendment",
  "gross_pay": "599.56",
  "approved": true,
  "effective_month": "2026-01"
}
Assistant
lookup_reference(reference="second-half")
Reasoning
Contract gross pay 1019.55 differs from payroll gross599.56. Amendment approved, effective 2026-01 (no later than 2026-12), amount 599.56 equals payroll gross. So conflict resolved under R9.

Payroll month 2026-12 → second-half reference row.

Get reference.
Tool
{
  "reference": "second-half",
  "months": ["2026-07", "2026-12"],
  "rate": "0.06",
  "cap": "4000.00",
  "deduction": "400.00",
  "free": "900.00",
  "upper": "2800.00",
  "middle_rate": "0.14",
  "upper_rate": "0.20"
}
Assistant
calculate(program="contribution_base = min(599.56, 4000.00)\nemployee_contribution = round(contribution_base * 0.06, 2)\nallowed_deduction = min(68.60, 400.00, 599.56 - employee_contribution)\ntaxable_pay = 599.56 - employee_contribution - allowed_deduction\nmiddle_portion = max(0.00, min(taxable_pay, 2800.00) - 900.00)\nupper_portion = max(0.00, taxable_pay - 2800.00)\nincome_tax = round(middle_portion * 0.14 + upper_portion * 0.20, 2)\nnet_pay = 599.56 - employee_contribution - allowed_deduction - income_tax")
Reasoning
Gross 599.56, contribution = min(599.56, 4000) * 0.06 = 35.9736 → 35.97 (round half up).
Allowed deduction 68.60 ≤ 400 cap and ≤ gross - contribution = 599.56 - 35.97 = 563.59. OK.
Taxable = 599.56 - 35.97 - 68.60 = 494.99. Below free 900 → income tax 0.00.
Net = 599.56 - 35.97 - 68.60 - 0 = 494.99.

Use calculate for exactness.
Tool
{
  "results": {"contribution_base": "599.56", "employee_contribution": "35.97", "allowed_deduction": "68.60", "taxable_pay": "494.99", "middle_portion": "0.00", "upper_portion": "0.00", "income_tax": "0.00", "net_pay": "494.99"}
}
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "599.56",
  "employee_contribution": "35.97",
  "allowed_deduction": "68.60",
  "taxable_pay": "494.99",
  "income_tax": "0.00",
  "net_pay": "494.99",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6", "R9"],
  "explanation": "December 2026 uses the second-half reference row (rate 0.06, cap 4000.00). Contract gross 1019.55 conflicts with payroll gross 599.56, but the approved amendment effective 2026-01 with amount 599.56 resolves it under R9. Contribution is 6% of the smaller of 599.56 and 4000.00 = 35.97. The 68.60 deduction is within the 400.00 cap and within available pay, leaving taxable pay 494.99, which is below the 900.00 tax-free amount so income tax is 0.00. Net pay is 599.56 - 35.97 - 68.60 - 0.00 = 494.99."
}
Reasoning
Amendment needed to resolve conflict → include R9. Clauses: R1, R2, R3, R4, R5, R6, R9.
Rollout #3 100.0% passed · 6 tool calls · 23.8s · $0.0018
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
list_documents()
Reasoning
Let me start by listing documents.
Tool
[
  {"id": "168ee1fead32400b-payroll", "kind": "payroll"},
  {"id": "168ee1fead32400b-contract", "kind": "contract"},
  {"id": "168ee1fead32400b-amendment", "kind": "amendment"}
]
Assistant
read_document(document_id="168ee1fead32400b-payroll")read_document(document_id="168ee1fead32400b-contract")read_document(document_id="168ee1fead32400b-amendment")
Reasoning
Read all three documents.
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "599.56", "payroll_month": "2026-12", "allowed_deduction": "68.60"}
}
Tool
{
  "kind": "contract",
  "gross_pay": "1019.55"
}
Tool
{
  "kind": "amendment",
  "gross_pay": "599.56",
  "approved": true,
  "effective_month": "2026-01"
}
Assistant
lookup_reference(reference="second-half")
Reasoning
Payroll month 2026-12 → second-half reference row. Contract gross pay 1019.55 differs from gross_pay 599.56 → conflict, but the amendment resolves it: approved=true, effective_month 2026-01 ≤ 2026-12, amount 599.56 equals payroll gross pay. So conflict resolved; proceed with gross_pay 599.56. Cite R9 as well.

Get the reference row.
Tool
{
  "reference": "second-half",
  "months": ["2026-07", "2026-12"],
  "rate": "0.06",
  "cap": "4000.00",
  "deduction": "400.00",
  "free": "900.00",
  "upper": "2800.00",
  "middle_rate": "0.14",
  "upper_rate": "0.20"
}
Assistant
calculate(program="contribution = round(min(599.56, 4000.00) * 0.06, 2)\ndeduction = 68.60\ntaxable = 599.56 - contribution - deduction\ntax = round(max(0.00, min(taxable, 900.00) - 0.00) * 0.00 + max(0.00, min(taxable, 2800.00) - 900.00) * 0.14 + max(0.00, taxable - 2800.00) * 0.20, 2)\nnet = 599.56 - contribution - deduction - tax")
Reasoning
Second-half covers 2026-07 through 2026-12, so 2026-12 applies.

Rate 0.06, cap 4000.00, deduction cap 400.00, free 900.00, upper 2800.00, middle_rate 0.14, upper_rate 0.20.

gross_pay = 599.56
employee_contribution = round(min(599.56, 4000.00) * 0.06, 2) = round(35.9736, 2) = 35.97
allowed_deduction = 68.60. Check: ≤ 400.00 ✓; ≤ gross - contribution = 599.56 - 35.97 = 563.59 ✓.
taxable_pay = 599.56 - 35.97 - 68.60 = 494.99
Taxable pay 494.99 < free 900.00 → income tax = 0.00
net_pay = 599.56 - 35.97 - 68.60 - 0.00 = 494.99

Let me verify with calculate.
Tool
{
  "results": {"contribution": "35.97", "deduction": "68.60", "taxable": "494.99", "tax": "0.00", "net": "494.99"}
}
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "599.56",
  "employee_contribution": "35.97",
  "allowed_deduction": "68.60",
  "taxable_pay": "494.99",
  "income_tax": "0.00",
  "net_pay": "494.99",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6", "R9"],
  "explanation": "Payroll month 2026-12 uses the second-half reference row (rate 0.06, cap 4000.00, deduction cap 400.00, free 900.00, upper 2800.00, middle 0.14, upper 0.20). The contract gross pay conflict (1019.55 vs 599.56) is resolved by the approved amendment effective 2026-01 with amount equal to the payroll gross pay. Employee contribution is 6% of 599.56 capped at 4000.00 = 35.97. The allowed deduction of 68.60 is within the 400.00 cap and within available pay. Taxable pay 494.99 is below the 900.00 tax-free amount, so income tax is 0.00. Net pay = 599.56 - 35.97 - 68.60 - 0.00 = 494.99."
}
Reasoning
All good. Return JSON with clauses R1-R6 and R9 (amendment needed to resolve conflict).