Luma Payroll Gym
← Heatmap / MiMo V2.6 Pro · Task 48
MiMo V2.6 Pro · Tool use · Task 48 (Traps, missing gross pay) Mean 100.0%
Field Expected Rollout #1 (100%) Rollout #2 (100%) Rollout #3 (100%)
decision clarify clarify clarify clarify
reason code MISSING_GROSS_PAY MISSING_GROSS_PAY MISSING_GROSS_PAY MISSING_GROSS_PAY
clauses R1 R7 R1 R7 R1 R7 R1 R7
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 · 2 tool calls · 6.6s · $0.0004
ComponentScoreClauses
decision 100.0% R1 R7
exact 100.0% R1 R7
field accuracy 100.0% R1 R7
citations 100.0% R1 R7
explanation 100.0% R1 R7
Assistant
list_documents()
Reasoning
Let me list documents first.
Tool
[
  {"id": "5e2ce3610eaf2eaa-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="5e2ce3610eaf2eaa-payroll")
Reasoning
Read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"payroll_month": "2026-09"}
}
Assistant
{
  "decision": "clarify",
  "reason_code": "MISSING_GROSS_PAY",
  "clauses": ["R1", "R7"],
  "explanation": "The payroll record for 2026-09 has no gross_pay value, which is required before any payroll can be calculated. Please supply the gross_pay amount for this month."
}
Reasoning
The payroll record only has payroll_month: "2026-09". gross_pay is missing (or absent). Per R7 rule 1: Missing gross_pay -> clarify MISSING_GROSS_PAY, citing R1 and R7.

Note: "Missing required values include explicit null." Here gross_pay is absent entirely. That's missing. So clarify.

Check order: gross_pay missing first. Yes.
Rollout #2 100.0% passed · 4 tool calls · 7.2s · $0.0005
ComponentScoreClauses
decision 100.0% R1 R7
exact 100.0% R1 R7
field accuracy 100.0% R1 R7
citations 100.0% R1 R7
explanation 100.0% R1 R7
Assistant
list_documents()
Reasoning
Let me start by listing documents.
Tool
[
  {"id": "5e2ce3610eaf2eaa-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="5e2ce3610eaf2eaa-payroll")lookup_reference(reference="first-half")lookup_reference(reference="second-half")
Reasoning
Read the payroll document and both reference rows.
Tool
{
  "kind": "payroll",
  "record": {"payroll_month": "2026-09"}
}
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.07",
  "cap": "3500.00",
  "deduction": "400.00",
  "free": "1100.00",
  "upper": "3000.00",
  "middle_rate": "0.12",
  "upper_rate": "0.20"
}
Tool
{
  "reference": "second-half",
  "months": ["2026-07", "2026-12"],
  "rate": "0.04",
  "cap": "4500.00",
  "deduction": "400.00",
  "free": "1200.00",
  "upper": "3300.00",
  "middle_rate": "0.12",
  "upper_rate": "0.24"
}
Assistant
{
  "decision": "clarify",
  "reason_code": "MISSING_GROSS_PAY",
  "clauses": ["R1", "R7"],
  "explanation": "The payroll record for 2026-09 has no gross_pay value (required by R1). Please provide the monthly gross pay so the payroll can be calculated."
}
Reasoning
The payroll record has payroll_month "2026-09" but gross_pay is missing (explicitly absent, not even null). Per R7 item 1: Missing gross_pay → clarify MISSING_GROSS_PAY, citing R1 and R7.

Check order: gross_pay missing first. Yes.
Rollout #3 100.0% passed · 2 tool calls · 8.6s · $0.0004
ComponentScoreClauses
decision 100.0% R1 R7
exact 100.0% R1 R7
field accuracy 100.0% R1 R7
citations 100.0% R1 R7
explanation 100.0% R1 R7
Assistant
list_documents()
Reasoning
Let me list documents first.
Tool
[
  {"id": "5e2ce3610eaf2eaa-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="5e2ce3610eaf2eaa-payroll")
Reasoning
Read the document.
Tool
{
  "kind": "payroll",
  "record": {"payroll_month": "2026-09"}
}
Assistant
{
  "decision": "clarify",
  "reason_code": "MISSING_GROSS_PAY",
  "clauses": ["R1", "R7"],
  "explanation": "The payroll record for 2026-09 has no gross_pay value. Please supply the required gross_pay amount so the payroll can be calculated."
}
Reasoning
The payroll record has payroll_month 2026-09 but no gross_pay (missing entirely). Per R7 item 1: missing gross_pay → clarify MISSING_GROSS_PAY, cite R1 and R7. Check order: gross_pay first. Yes.

Do we need reference lookup? Not necessary; the first check fails. But the month 2026-09 is within 2026 (second-half). Still, missing gross_pay takes precedence in order.