Task 31 · MiMo V2.6 Pro

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MiMo V2.6 Pro · Tool use · Task 31 (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	3941.14	3941.14	3941.14	3941.14
employee contribution	197.06	197.06	197.06	197.06
allowed deduction	197.94	197.94	197.94	197.94
taxable pay	3546.14	3546.14	3546.14	3546.14
income tax	390.15	390.15	390.15	390.15
net pay	3155.99	3155.99	3155.99	3155.99
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.
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 · 5 tool calls · 26.2s · $0.0015

Component	Score	Clauses
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

list_documents()

Reasoning

Let's list documents first.

Tool

[
  {"id": "c0b4647b43710bd2-payroll", "kind": "payroll"},
  {"id": "c0b4647b43710bd2-contract", "kind": "contract"}
]

Assistant

read_document(document_id="c0b4647b43710bd2-payroll")read_document(document_id="c0b4647b43710bd2-contract")

Reasoning

Read both documents.

Tool

{
  "kind": "payroll",
  "record": {"gross_pay": "3941.14", "payroll_month": "2026-03", "allowed_deduction": "197.94"}
}

Tool

{
  "kind": "contract",
  "gross_pay": "3941.14"
}

Assistant

lookup_reference(reference="first-half")

Reasoning

Payroll month 2026-03 → first-half reference (first-half presumably covers months 01-06). Gross pay 3941.14, contract matches. Allowed deduction 197.94, must not exceed deduction cap or gross minus contribution.

Lookup first-half.

Tool

{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.05",
  "cap": "5000.00",
  "deduction": "400.00",
  "free": "900.00",
  "upper": "3300.00",
  "middle_rate": "0.14",
  "upper_rate": "0.22"
}

Assistant

calculate(program="contribution = round(min(3941.14, 5000.00) * 0.05, 2)\ntaxable = 3941.14 - contribution - 197.94\nmiddle_part = min(max(taxable - 900.00, 0.00), 3300.00 - 900.00)\nupper_part = max(taxable - 3300.00, 0.00)\nincome_tax = round(middle_part * 0.14 + upper_part * 0.22, 2)\nnet_pay = 3941.14 - contribution - 197.94 - income_tax")

Reasoning

Compute:
- contribution = round(min(3941.14, 5000) * 0.05, 2) = round(197.057, 2) = 197.06
- allowed_deduction 197.94 ≤ 400 and ≤ 3941.14 - 197.06 = 3744.08. OK.
- taxable = 3941.14 - 197.06 - 197.94 = 3546.14
- tax: free 900 untaxed. 3546.14 - 900 = 2646.14; upper boundary 3300. Portion from 900 to 3300 = 2400 * 0.14 = 336.00. Portion above 3300 = 3546.14 - 3300 = 246.14 * 0.22 = 54.1508. Sum = 336 + 54.1508 = 390.1508 → round 390.15.
- net = 3941.14 - 197.06 - 197.94 - 390.15 = 3155.99

Let me verify with calculate.

Tool

{
  "results": {"contribution": "197.06", "taxable": "3546.14", "middle_part": "2400.00", "upper_part": "246.14", "income_tax": "390.15", "net_pay": "3155.99"}
}

Assistant

{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "3941.14",
  "employee_contribution": "197.06",
  "allowed_deduction": "197.94",
  "taxable_pay": "3546.14",
  "income_tax": "390.15",
  "net_pay": "3155.99",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}

Reasoning

All checks pass. Contract matches gross pay — no conflict. Return JSON.

Rollout #2 100.0% passed · 5 tool calls · 30.4s · $0.0015

Component	Score	Clauses
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

list_documents()

Reasoning

Let me start by listing documents.

Tool

[
  {"id": "c0b4647b43710bd2-payroll", "kind": "payroll"},
  {"id": "c0b4647b43710bd2-contract", "kind": "contract"}
]

Assistant

read_document(document_id="c0b4647b43710bd2-payroll")read_document(document_id="c0b4647b43710bd2-contract")

Reasoning

Read both documents.

Tool

{
  "kind": "payroll",
  "record": {"gross_pay": "3941.14", "payroll_month": "2026-03", "allowed_deduction": "197.94"}
}

Tool

{
  "kind": "contract",
  "gross_pay": "3941.14"
}

Assistant

lookup_reference(reference="first-half")

Reasoning

Payroll month is 2026-03, which is first-half (Jan-Jun). Gross pay 3941.14 matches contract 3941.14 — no conflict. Lookup first-half reference.

Tool

{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.05",
  "cap": "5000.00",
  "deduction": "400.00",
  "free": "900.00",
  "upper": "3300.00",
  "middle_rate": "0.14",
  "upper_rate": "0.22"
}

Assistant

calculate(program="contribution = round(min(3941.14, 5000.00) * 0.05, 2)\ntaxable = 3941.14 - contribution - 197.94\ntax_raw = min(max(taxable - 900.00, 0.00), 3300.00 - 900.00) * 0.14 + max(taxable - 3300.00, 0.00) * 0.22\nincome_tax = round(tax_raw, 2)\nnet_pay = 3941.14 - contribution - 197.94 - income_tax")

Reasoning

Wait, months shown as ["2026-01", "2026-06"] presumably a range Jan–Jun. 2026-03 is in first-half. Good.

Compute:
- contribution = round(min(3941.14, 5000.00) * 0.05, 2) = round(197.057, 2) = 197.06
- allowed_deduction = 197.94, cap 400.00, and must not exceed gross - contribution = 3941.14 - 197.06 = 3744.08. OK.
- taxable = 3941.14 - 197.06 - 197.94 = 3546.14
- tax: free 900 untaxed. Middle portion: 3300 - 900 = 2400 at 0.14 = 336.00. Upper portion: 3546.14 - 3300 = 246.14 at 0.22 = 54.1508. Sum = 390.1508 → round 390.15 (do not round intermediate products separately).
- net = 3941.14 - 197.06 - 197.94 - 390.15 = 3155.99

Use calculate to verify.

Tool

{
  "results": {"contribution": "197.06", "taxable": "3546.14", "tax_raw": "390.1508", "income_tax": "390.15", "net_pay": "3155.99"}
}

Assistant

{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "3941.14",
  "employee_contribution": "197.06",
  "allowed_deduction": "197.94",
  "taxable_pay": "3546.14",
  "income_tax": "390.15",
  "net_pay": "3155.99",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}

Reasoning

All checks pass. Return JSON with clauses R1–R6.

Rollout #3 100.0% passed · 6 tool calls · 63.8s · $0.0018

Component	Score	Clauses
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

list_documents()

Reasoning

Let me start by listing documents.

Tool

[
  {"id": "c0b4647b43710bd2-payroll", "kind": "payroll"},
  {"id": "c0b4647b43710bd2-contract", "kind": "contract"}
]

Assistant

read_document(document_id="c0b4647b43710bd2-payroll")read_document(document_id="c0b4647b43710bd2-contract")

Reasoning

Read both documents.

Tool

{
  "kind": "payroll",
  "record": {"gross_pay": "3941.14", "payroll_month": "2026-03", "allowed_deduction": "197.94"}
}

Tool

{
  "kind": "contract",
  "gross_pay": "3941.14"
}

Assistant

lookup_reference(reference="first-half")

Reasoning

Payroll month 2026-03 → first-half reference. Contract gross pay matches payroll gross pay (3941.14 = 3941.14), so no conflict. Lookup first-half.

Tool

{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.05",
  "cap": "5000.00",
  "deduction": "400.00",
  "free": "900.00",
  "upper": "3300.00",
  "middle_rate": "0.14",
  "upper_rate": "0.22"
}

Assistant

calculate(program="contribution = round(min(3941.14, 5000.00) * 0.05, 2)\ntaxable = 3941.14 - contribution - 197.94\nmiddle_part = round((min(taxable, 3300.00) - 900.00) * 0.14, 10)\nupper_part = round(max(taxable - 3300.00, 0.00) * 0.22, 10)\nincome_tax = round(middle_part + upper_part, 2)\nnet = 3941.14 - contribution - 197.94 - income_tax")

Reasoning

Gross pay 3941.14, cap 5000. Contribution = round(min(3941.14, 5000) * 0.05, 2) = round(197.057, 2) = 197.06.

Allowed deduction 197.94 ≤ deduction cap 400.00. Check available-pay: gross - contribution = 3941.14 - 197.06 = 3744.08 ≥ 197.94. OK.

Taxable pay = 3941.14 - 197.06 - 197.94 = 3546.14.

Tax: free 900, upper 3300. Middle portion: 3300 - 900 = 2400 taxed at 0.14 → 336.00. Upper portion: 3546.14 - 3300 = 246.14 at 0.22 → 54.1508. Total = 336.00 + 54.1508 = 390.1508 → round 390.15.

Net pay = 3941.14 - 197.06 - 197.94 - 390.15 = 3156. Let's compute: 3941.14 - 197.06 = 3744.08; - 197.94 = 3546.14; - 390.15 = 3155.99.

Use calculate to verify.

Tool

{
  "error": "round needs a whole number of digits from 0 to 4"
}

Assistant

calculate(program="contribution = round(min(3941.14, 5000.00) * 0.05, 2)\ntaxable = 3941.14 - contribution - 197.94\nmiddle_part = (min(taxable, 3300.00) - 900.00) * 0.14\nupper_part = max(taxable - 3300.00, 0.00) * 0.22\nincome_tax = round(middle_part + upper_part, 2)\nnet = 3941.14 - contribution - 197.94 - income_tax")

Reasoning

round(x, 10) not allowed. Use non-rounded products; just compute directly since calculator is exact decimal.

Tool

{
  "results": {"contribution": "197.06", "taxable": "3546.14", "middle_part": "336.0000", "upper_part": "54.1508", "income_tax": "390.15", "net": "3155.99"}
}

Assistant

{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "3941.14",
  "employee_contribution": "197.06",
  "allowed_deduction": "197.94",
  "taxable_pay": "3546.14",
  "income_tax": "390.15",
  "net_pay": "3155.99",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}

Reasoning

All values confirmed. Contract matches, no amendment needed. Clauses: R1, R2, R3, R4, R5, R6.