Luma Payroll Gym
← Heatmap / MiMo V2.6 Pro · Task 98
MiMo V2.6 Pro · Tool use · Task 98 (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 · 10.2s · $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 list documents first.
Tool
[
  {"id": "c678b342f657c4aa-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="c678b342f657c4aa-payroll")
Reasoning
Read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "4390.15", "payroll_month": "2027-05", "allowed_deduction": "339.95"}
}
Assistant
{
  "decision": "clarify",
  "reason_code": "NO_APPLICABLE_REFERENCE",
  "clauses": ["R1", "R7"],
  "explanation": "The payroll month 2027-05 is outside 2026 and has no applicable reference row. Please supply a payroll month within 2026 so the payroll can be calculated."
}
Reasoning
Payroll month 2027-05 is 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." Missing or out-of-range dates cite R1 and R7.

So decision clarify, reason_code NO_APPLICABLE_REFERENCE, clauses R1, R7.
Rollout #2 100.0% passed · 2 tool calls · 9.5s · $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": "c678b342f657c4aa-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="c678b342f657c4aa-payroll")
Reasoning
Read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "4390.15", "payroll_month": "2027-05", "allowed_deduction": "339.95"}
}
Assistant
{
  "decision": "clarify",
  "reason_code": "NO_APPLICABLE_REFERENCE",
  "clauses": ["R1", "R7"],
  "explanation": "Payroll month 2027-05 is outside the only covered year (2026) and has no applicable reference row. Please supply a payroll month within 2026."
}
Reasoning
Payroll month 2027-05 — outside 2026. R7 item 3: month without a reference row → NO_APPLICABLE_REFERENCE. Also "Only 2026 is covered. Dates outside 2026 require clarification under R7." Missing or out-of-range dates cite R1 and R7.

Order of checks: gross_pay present, payroll_month present, then no applicable reference. So clarify with NO_APPLICABLE_REFERENCE, clauses R1 and R7.

Do I need lookup_reference? The rules say reference rows only via lookup_reference. 2027 is outside range; lookup only has first/second half. The month has no reference row. I could still verify, but not needed. The answer: decision clarify, reason_code NO_APPLICABLE_REFERENCE, clauses ["R1","R7"].
Rollout #3 100.0% passed · 4 tool calls · 17.6s · $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 list documents first.
Tool
[
  {"id": "c678b342f657c4aa-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="c678b342f657c4aa-payroll")
Reasoning
Read it.
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "4390.15", "payroll_month": "2027-05", "allowed_deduction": "339.95"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")
Reasoning
Payroll month 2027-05 is outside 2026 (only 2026 covered). But R7 order: 1. missing gross_pay, 2. missing payroll_month, 3. month without reference row → NO_APPLICABLE_REFERENCE. The month is present but not covered. "Dates outside 2026 require clarification under R7." That's reason_code NO_APPLICABLE_REFERENCE presumably. Cite R1 and R7. Wait, "Missing or out-of-range dates cite R1 and R7." Out-of-range dates - the month is out of range 2000-2099? No, 2027-05 is in range 2000-2099 but not covered by 2026 rows. R1 says only 2026 is covered; dates outside 2026 require clarification under R7. That maps to NO_APPLICABLE_REFERENCE (a month without a reference row). Actually the "out-of-range dates" citation rule for R7 says cite R1 and R7. Fine.

Order of checks: gross_pay present (4390.15), payroll_month present (2027-05). Check 3: month without reference row. Should I still lookup_reference? Reference rows are first-half/second-half with effective months. The lookup might show effective months that don't cover 2027-05. But rules say only 2026 is covered; selecting reference row using payroll month. Let me check lookup_reference to confirm effective months. Actually "Read first-half or second-half payroll reference rates and effective months." Let me look up both to verify effective months.

The decision is clarify with NO_APPLICABLE_REFERENCE. Let me do the lookups to be diligent.
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.08",
  "cap": "5000.00",
  "deduction": "400.00",
  "free": "1200.00",
  "upper": "3600.00",
  "middle_rate": "0.12",
  "upper_rate": "0.18"
}
Tool
{
  "reference": "second-half",
  "months": ["2026-07", "2026-12"],
  "rate": "0.08",
  "cap": "5000.00",
  "deduction": "400.00",
  "free": "1000.00",
  "upper": "3300.00",
  "middle_rate": "0.12",
  "upper_rate": "0.24"
}
Assistant
{
  "decision": "clarify",
  "reason_code": "NO_APPLICABLE_REFERENCE",
  "clauses": ["R1", "R7"],
  "explanation": "Payroll month 2027-05 falls outside the covered year 2026; the reference rows cover only 2026-01 through 2026-12, so no reference row applies and no extrapolation is permitted. Please provide a payroll month covered by a reference row."
}
Reasoning
Payroll month 2027-05 is not covered by either row (2026-01 to 2026-06, 2026-07 to 2026-12). So NO_APPLICABLE_REFERENCE, cite R1 and R7. Do not return calculated monetary fields.