Luma Payroll Gym
← Heatmap / MiMo V2.6 Pro · Task 2
MiMo V2.6 Pro · Tool use · Task 2 (Traps, month not covered) Mean 100.0%
Field Expected Rollout #1 (100%) Rollout #2 (100%) Rollout #3 (100%)
decision clarify clarify clarify clarify
reason code NO_APPLICABLE_REFERENCE NO_APPLICABLE_REFERENCE NO_APPLICABLE_REFERENCE NO_APPLICABLE_REFERENCE
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 · 14.6s · $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.
Tool
[
  {"id": "0e275114d03c4bdf-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="0e275114d03c4bdf-payroll")
Reasoning
Read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "8177.17", "payroll_month": "2027-09", "allowed_deduction": "213.78"}
}
Assistant
{
  "decision": "clarify",
  "reason_code": "NO_APPLICABLE_REFERENCE",
  "clauses": ["R1", "R7"],
  "explanation": "Payroll month 2027-09 is outside 2026 and has no applicable reference row; please provide a payroll month covered by a reference row."
}
Reasoning
Payroll month 2027-09 is outside 2026. R1: "Only 2026 is covered. Dates outside 2026 require clarification under R7." R7 check order: 3. A month without a reference row: NO_APPLICABLE_REFERENCE. Cite R1 and R7.

Gross pay present, payroll month present. Month without reference row → clarify NO_APPLICABLE_REFERENCE.
Rollout #2 100.0% passed · 2 tool calls · 16.8s · $0.0008
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's start by listing documents.
Tool
[
  {"id": "0e275114d03c4bdf-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="0e275114d03c4bdf-payroll")
Reasoning
Read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "8177.17", "payroll_month": "2027-09", "allowed_deduction": "213.78"}
}
Assistant
{
  "decision": "clarify",
  "reason_code": "NO_APPLICABLE_REFERENCE",
  "clauses": ["R1", "R7"],
  "explanation": "Payroll month 2027-09 falls outside the covered year 2026, so no reference row applies and the payroll cannot be calculated. Please provide a payroll month within 2026."
}
Reasoning
Payroll month is 2027-09, outside 2026. R1: "Only 2026 is covered. Dates outside 2026 require clarification under R7." R7 item 3: "A month without a reference row: return decision clarify, reason_code NO_APPLICABLE_REFERENCE, citing R1 and R7. Do not extrapolate an old row."

Missing gross_pay check first: gross_pay present. Missing payroll_month: present. Month without reference row: 2027-09 is not covered → NO_APPLICABLE_REFERENCE.

So clarify with reason_code NO_APPLICABLE_REFERENCE, clauses R1, R7. Short explanation naming blocker and asking for resolution.

Should I call lookup_reference? The month is outside 2026; reference rows are first-half/second-half. Not necessary — but the rules say reference selection is by payroll month, and only 2026 is covered. I could verify but it's not needed. The answer fields: decision, reason_code, clauses, optional explanation.
Rollout #3 100.0% passed · 4 tool calls · 26.2s · $0.0012
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 the documents.
Tool
[
  {"id": "0e275114d03c4bdf-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="0e275114d03c4bdf-payroll")
Reasoning
Read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "8177.17", "payroll_month": "2027-09", "allowed_deduction": "213.78"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")
Reasoning
Payroll month is 2027-09, outside 2026. Per R1: "Only 2026 is covered. Dates outside 2026 require clarification under R7." R7 item 3: "A month without a reference row: return decision clarify, reason_code NO_APPLICABLE_REFERENCE, citing R1 and R7."

Wait, but the order of checks: gross_pay present, payroll_month present, then month without reference row. 2027-09 has no reference row (only 2026 covered). So NO_APPLICABLE_REFERENCE, citing R1 and R7.

Should I still lookup reference? The reference rows are first-half/second-half with effective months presumably in 2026. The month 2027-09 has no applicable reference row. I could verify via lookup_reference, but the rules say only 2026 is covered. Let me check lookup_reference anyway to confirm effective months — but not strictly necessary. The check order requires NO_APPLICABLE_REFERENCE for a month without a reference row. The rules say "Dates outside 2026 require clarification under R7." Which reason code? R7 list: 3 is "A month without a reference row" → NO_APPLICABLE_REFERENCE. The reference rows cover 2026 only, so 2027-09 has no applicable row. That's the appropriate code. R1 also mentions out-of-range dates citing R1 and R7.

Let me quickly check lookup_reference to confirm effective months.
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.08",
  "cap": "4000.00",
  "deduction": "400.00",
  "free": "1100.00",
  "upper": "3600.00",
  "middle_rate": "0.12",
  "upper_rate": "0.18"
}
Tool
{
  "reference": "second-half",
  "months": ["2026-07", "2026-12"],
  "rate": "0.08",
  "cap": "4000.00",
  "deduction": "400.00",
  "free": "1100.00",
  "upper": "3000.00",
  "middle_rate": "0.08",
  "upper_rate": "0.24"
}
Assistant
{
  "decision": "clarify",
  "reason_code": "NO_APPLICABLE_REFERENCE",
  "clauses": ["R1", "R7"],
  "explanation": "The payroll month 2027-09 falls outside 2026 and no reference row covers it (first-half covers 2026-01 to 2026-06, second-half covers 2026-07 to 2026-12). Please provide a payroll month within 2026 so the payroll can be calculated."
}
Reasoning
The payroll month is 2027-09, outside2026 (reference rows cover 2026-01 to 2026-06 and 2026-07 to 2026-12). No applicable reference row. Per R7 order: gross_pay present, payroll_month present, then month without a reference row → NO_APPLICABLE_REFERENCE, citing R1 and R7. Also R1 says dates outside 2026 require clarification under R7. So reason_code NO_APPLICABLE_REFERENCE fits item 3: "A month without a reference row". Cite R1 and R7.

Return clarify JSON with explanation naming the blocker.