Luma Payroll Gym
← Heatmap / MiMo V2.6 Pro · Task 88
MiMo V2.6 Pro · Tool use · Task 88 (Traps, missing month) Mean 100.0%
Field Expected Rollout #1 (100%) Rollout #2 (100%) Rollout #3 (100%)
decision clarify clarify clarify clarify
reason code MISSING_PAYROLL_MONTH MISSING_PAYROLL_MONTH MISSING_PAYROLL_MONTH MISSING_PAYROLL_MONTH
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 · 15.8s · $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": "53bdb78b6184cd21-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="53bdb78b6184cd21-payroll")
Reasoning
Read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "2924.24", "allowed_deduction": "307.83"}
}
Assistant
{
  "decision": "clarify",
  "reason_code": "MISSING_PAYROLL_MONTH",
  "clauses": ["R1", "R7"],
  "explanation": "The payroll record lacks the required payroll_month (YYYY-MM), so no reference row can be selected. Please provide the payroll month."
}
Reasoning
The payroll record has gross_pay and allowed_deduction but no payroll_month. R7 order: 1. Missing gross_pay? No. 2. Missing payroll_month? Yes → clarify MISSING_PAYROLL_MONTH, cite R1 and R7.

Wait, but maybe the payroll month is in another document? Only one document. So payroll_month is missing.

Return clarify with reason_code MISSING_PAYROLL_MONTH, clauses R1, R7.
Rollout #2 100.0% passed · 2 tool calls · 13.2s · $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": "53bdb78b6184cd21-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="53bdb78b6184cd21-payroll")
Reasoning
Read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "2924.24", "allowed_deduction": "307.83"}
}
Assistant
{
  "decision": "clarify",
  "reason_code": "MISSING_PAYROLL_MONTH",
  "clauses": ["R1", "R7"],
  "explanation": "The payroll record has no payroll_month, so no reference row can be selected. Please supply the payroll month in YYYY-MM format within 2026."
}
Reasoning
The payroll record has gross_pay and allowed_deduction, but no payroll_month. Wait — payroll_month is required. It's missing. Per R7 check order:
1. Missing gross_pay? No, gross_pay = 2924.24.
2. Missing payroll_month? Yes — return clarify with MISSING_PAYROLL_MONTH, citing R1 and R7.

But wait, maybe there's more documents? list_documents returned only one. Also maybe the record includes payroll_month elsewhere? No. The task says "Process this monthly payroll record". The record lacks payroll_month. Per R7 item 2: Missing payroll_month → clarify MISSING_PAYROLL_MONTH, cite R1 and R7.

"Missing required values include explicit null." Here it's absent, which is missing.

Do not return calculated monetary fields. So the answer:
{"decision":"clarify","reason_code":"MISSING_PAYROLL_MONTH","clauses":["R1","R7"]}

Explanation: short, naming unresolved blocker and asking for resolution.
Rollout #3 100.0% passed · 2 tool calls · 14.7s · $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": "53bdb78b6184cd21-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="53bdb78b6184cd21-payroll")
Reasoning
Read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "2924.24", "allowed_deduction": "307.83"}
}
Assistant
{
  "decision": "clarify",
  "reason_code": "MISSING_PAYROLL_MONTH",
  "clauses": ["R1", "R7"],
  "explanation": "The payroll record supplies gross_pay but no payroll_month, so no reference row can be selected. Please provide the payroll month in YYYY-MM format (within 2026) to resolve this."
}
Reasoning
The payroll record has gross_pay "2924.24" and allowed_deduction "307.83". No payroll_month! Wait, R1 requires payroll_month. The record lacks payroll_month. Check order: 1. Missing gross_pay → clarify. 2. Missing payroll_month → clarify MISSING_PAYROLL_MONTH, citing R1 and R7.

Is payroll_month missing? The document only shows gross_pay and allowed_deduction. Yes, payroll_month is missing. But wait - maybe there are other documents? Only one document. So we clarify with MISSING_PAYROLL_MONTH.

Hmm, but should I still call lookup_reference? No - the clarification order: gross_pay present, payroll_month missing → clarify. We return decision clarify, reason_code MISSING_PAYROLL_MONTH, clauses ["R1","R7"], and a short explanation naming the unresolved blocker and asking for resolution.

No monetary fields.