Luma Payroll Gym
← Heatmap / MiMo V2.6 Pro · Task 32
MiMo V2.6 Pro · Tool use · Task 32 (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 · 29.9s · $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 start by listing documents.
Tool
[
  {"id": "efa5f8e964c98c5c-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="efa5f8e964c98c5c-payroll")
Reasoning
Read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "7777.07", "payroll_month": "2025-08", "allowed_deduction": "12.47"}
}
Assistant
{
  "decision": "clarify",
  "reason_code": "NO_APPLICABLE_REFERENCE",
  "clauses": ["R1", "R7"],
  "explanation": "Payroll month 2025-08 is outside the only covered year (2026), so no reference row applies; please supply a payroll month within 2026."
}
Reasoning
Payroll month is 2025-08, which is outside 2026. R1: "Only 2026 is covered. Dates outside 2026 require clarification under R7." R7 item 3: a month without a reference row → NO_APPLICABLE_REFERENCE, citing R1 and R7.

Check the order: gross_pay present, payroll_month present, then month without reference row → clarify NO_APPLICABLE_REFERENCE. Cite R1 and R7.
Rollout #2 100.0% passed · 2 tool calls · 41.2s · $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 the documents.
Tool
[
  {"id": "efa5f8e964c98c5c-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="efa5f8e964c98c5c-payroll")
Reasoning
Read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "7777.07", "payroll_month": "2025-08", "allowed_deduction": "12.47"}
}
Assistant
{
  "decision": "clarify",
  "reason_code": "NO_APPLICABLE_REFERENCE",
  "clauses": ["R1", "R7"],
  "explanation": "Payroll month 2025-08 is outside the only covered year (2026) and has no applicable reference row; please provide a payroll month within 2026 or a case schedule covering 2025-08."
}
Reasoning
Payroll month is 2025-08. Only 2026 is covered. Dates outside 2026 require clarification under R7. Reason code: NO_APPLICABLE_REFERENCE (month without a reference row), citing R1 and R7.

Check order: gross_pay present, payroll_month present, then month without reference row → NO_APPLICABLE_REFERENCE.

Return clarify JSON.
Rollout #3 100.0% passed · 4 tool calls · 42.1s · $0.0011
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": "efa5f8e964c98c5c-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="efa5f8e964c98c5c-payroll")
Reasoning
Read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "7777.07", "payroll_month": "2025-08", "allowed_deduction": "12.47"}
}
Assistant
lookup_reference(reference="second-half")lookup_reference(reference="first-half")
Reasoning
Payroll month is 2025-08, outside 2026. R1: "Only 2026 is covered. Dates outside 2026 require clarification under R7." So this is a month without a reference row → NO_APPLICABLE_REFERENCE under R7 item 3, citing R1 and R7. Wait — "Missing or out-of-range dates cite R1 and R7." The month 2025-08 is within YYYY-MM format and year 2000-2099, but outside 2026 coverage. R7 item 3: "A month without a reference row: return clarify with NO_APPLICABLE_REFERENCE, citing R1 and R7."

Let me verify lookup_reference returns nothing applicable for 2025-08? The lookup only supports first-half and second-half references. But the case may include an authoritative reference_tables schedule. Let me check lookup_reference to see effective months. Actually, the month 2025-08 is out of 2026 coverage regardless. But to be thorough, could check lookup_reference "second-half". The rules say only 2026 is covered. The month is 2025-08 → no applicable reference row → clarify NO_APPLICABLE_REFERENCE.

Should I still call lookup_reference? It might show effective months. Let me call it to confirm the row doesn't cover 2025-08. It's good diligence.
Tool
{
  "reference": "second-half",
  "months": ["2026-07", "2026-12"],
  "rate": "0.05",
  "cap": "3500.00",
  "deduction": "400.00",
  "free": "1000.00",
  "upper": "3600.00",
  "middle_rate": "0.08",
  "upper_rate": "0.18"
}
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.07",
  "cap": "4000.00",
  "deduction": "400.00",
  "free": "1200.00",
  "upper": "3300.00",
  "middle_rate": "0.08",
  "upper_rate": "0.24"
}
Assistant
{
  "decision": "clarify",
  "reason_code": "NO_APPLICABLE_REFERENCE",
  "clauses": ["R1", "R7"],
  "explanation": "The payroll month 2025-08 is outside 2026 coverage, and no reference row covers it (rows cover 2026-01 through 2026-12 only). Please provide a payroll month within 2026 or an authoritative reference covering 2025-08."
}
Reasoning
Payroll month 2025-08 is not covered by either reference row (2026-01 to 2026-06, 2026-07 to 2026-12). Also R1 says only 2026 is covered; dates outside 2026 require clarification under R7. So NO_APPLICABLE_REFERENCE, citing R1 and R7. No monetary fields.