Luma Payroll Gym
← Heatmap / MiMo V2.6 Pro · Task 65
MiMo V2.6 Pro · Tool use · Task 65 (Traps, conflicting pay) Mean 0.0%
Field Expected Rollout #1 (-50%) Rollout #2 (-50%) Rollout #3 (100%)
decision clarify (malformed) (malformed) clarify
reason code CONFLICTING_GROSS_PAY (malformed) (malformed) CONFLICTING_GROSS_PAY
clauses R7 R9 (malformed) (malformed) R7 R9
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 -50.0% malformed · 4 tool calls · 19.9s · $0.0010
ComponentScoreClauses
decision 0.0% R7 R9
exact 0.0% R7 R9
field accuracy 0.0% R7 R9
citations 0.0% R7 R9
Assistant
list_documents()
Reasoning
Let me list documents first.
Tool
[
  {"id": "bccb155422edc4ca-payroll", "kind": "payroll"},
  {"id": "bccb155422edc4ca-contract", "kind": "contract"}
]
Assistant
read_document(document_id="bccb155422edc4ca-payroll")read_document(document_id="bccb155422edc4ca-contract")
Reasoning
Read both documents.
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "4184.75", "payroll_month": "2026-11", "allowed_deduction": "377.79"}
}
Tool
{
  "kind": "contract",
  "gross_pay": "4159.75"
}
Assistant
lookup_reference(reference="second-half")
Reasoning
Payroll month 2026-11 → second-half of 2026? Wait, "first-half" and "second-half" reference rows. Presumably first-half = Jan–Jun, second-half = Jul–Dec. 2026-11 → second-half.

Contract gross pay 4159.75 differs from payroll gross4184.75 → conflict. Is there an amendment? Not in the documents. So under R7 item 4: CONFLICTING_GROSS_PAY, cite R7 and R9.

Wait, but let me check the reference row too — for deduction cap? Actually the conflict check happens before calculation. The order: 1. missing gross, 2. missing month, 3. no reference row, 4. conflict. So I should check reference row exists for 2026-11. Let me lookup reference second-half to verify applicability... Actually R7 order says check no applicable reference (item 3) before conflict (item 4). But we cannot calculate anyway. Should I check lookup_reference? Month 2026-11 is within 2026, covered. The reference rows presumably cover months. Let me look up second-half to confirm coverage.

Also, the conflicting gross pay: no amendment document present. So clarify with CONFLICTING_GROSS_PAY.
Tool
{
  "reference": "second-half",
  "months": ["2026-07", "2026-12"],
  "rate": "0.08",
  "cap": "4500.00",
  "deduction": "400.00",
  "free": "1200.00",
  "upper": "3300.00",
  "middle_rate": "0.12",
  "upper_rate": "0.22"
}
Assistant
{"decision": "clarify", "reason_code": "CONFLICTING_GROSS_PAY", "clauses": ["R7", "R9"], "explanation": "The contract gross pay (4159.75) differs from the payroll record gross pay (4184.75) and no approved amendment resolves the discrepancy. Please resolve the conflicting gross pay amounts (e.g., by supplying an approved amendment matching the payroll record amount)."}</br>
Reasoning
The reference row covers 2026-07 through 2026-12, so 2026-11 has an applicable row. However, there is a conflict: contract_gross_pay 4159.75 ≠ gross_pay 4184.75, and no approved amendment exists. Per R7 step 4: clarify, CONFLICTING_GROSS_PAY, cite R7 and R9.
Rollout #2 -50.0% malformed · 5 tool calls · 19.5s · $0.0010
ComponentScoreClauses
decision 0.0% R7 R9
exact 0.0% R7 R9
field accuracy 0.0% R7 R9
citations 0.0% R7 R9
Assistant
list_documents()
Reasoning
Let me list documents first.
Tool
[
  {"id": "bccb155422edc4ca-payroll", "kind": "payroll"},
  {"id": "bccb155422edc4ca-contract", "kind": "contract"}
]
Assistant
read_document(document_id="bccb155422edc4ca-payroll")read_document(document_id="bccb155422edc4ca-contract")
Reasoning
Read both documents.
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "4184.75", "payroll_month": "2026-11", "allowed_deduction": "377.79"}
}
Tool
{
  "kind": "contract",
  "gross_pay": "4159.75"
}
Assistant
lookup_reference(reference="second-half")lookup_reference(reference="first-half")
Reasoning
Payroll month 2026-11 → second-half? Wait, "first-half" and "second-half" refer to periods of the year presumably. 2026-11 is in second half (July–December). Let me look up reference rows.

Also conflict: contract gross 4159.75 vs payroll 4184.75. No amendment → CONFLICTING_GROSS_PAY under R7 and R9. But wait, order of checks in R7: 1 missing gross, 2 missing month, 3 no reference row, 4 conflicting gross pay. Also I need to check reference row existence first. But the conflict check comes before calculation regardless. However, to follow order, I should check NO_APPLICABLE_REFERENCE first. Let me look up the reference.

Actually, if there is a conflict, decision is clarify regardless. But the order says check in this order. So I need to determine whether a reference row exists for 2026-11 to know which reason code takes precedence. Let me lookup.
Tool
{
  "reference": "second-half",
  "months": ["2026-07", "2026-12"],
  "rate": "0.08",
  "cap": "4500.00",
  "deduction": "400.00",
  "free": "1200.00",
  "upper": "3300.00",
  "middle_rate": "0.12",
  "upper_rate": "0.22"
}
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.04",
  "cap": "3500.00",
  "deduction": "400.00",
  "free": "1200.00",
  "upper": "3300.00",
  "middle_rate": "0.14",
  "upper_rate": "0.22"
}
Assistant
{"decision": "clarify", "reason_code": "CONFLICTING_GROSS_PAY", "clauses": ["R7", "R9"], "explanation": "The payroll record shows gross_pay 4184.75 while the contract shows 4159.75, and no approved amendment resolves the difference. Please resolve the conflicting gross pay amounts (or supply an approved amendment matching the payroll record)."}</parameter>
Reasoning
Months coverage: first-half covers 2026-01 through 2026-06; second-half covers 2026-07 through 2026-12. So 2026-11 is covered by second-half row. So a reference row exists.

Now check conflict: gross_pay 4184.75 vs contract 4159.75 — differ. No amendment. → CONFLICTING_GROSS_PAY, cite R7 and R9.

Order check: gross present, month present, reference exists, conflict → clarify.

Reason code: CONFLICTING_GROSS_PAY, clauses R7, R9.
Rollout #3 100.0% passed · 4 tool calls · 20.4s · $0.0010
ComponentScoreClauses
decision 100.0% R7 R9
exact 100.0% R7 R9
field accuracy 100.0% R7 R9
citations 100.0% R7 R9
explanation 100.0% R7 R9
Assistant
list_documents()
Reasoning
Let me start by listing documents.
Tool
[
  {"id": "bccb155422edc4ca-payroll", "kind": "payroll"},
  {"id": "bccb155422edc4ca-contract", "kind": "contract"}
]
Assistant
read_document(document_id="bccb155422edc4ca-payroll")read_document(document_id="bccb155422edc4ca-contract")
Reasoning
Read both documents.
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "4184.75", "payroll_month": "2026-11", "allowed_deduction": "377.79"}
}
Tool
{
  "kind": "contract",
  "gross_pay": "4159.75"
}
Assistant
lookup_reference(reference="second-half")
Reasoning
Payroll month 2026-11 → second-half? Wait, first-half = months 1-6, second-half =7-12. November is second half. Let me look up.

Contract gross pay 4159.75 differs from payroll gross4184.75. No amendment present. So CONFLICTING_GROSS_PAY → clarify, cite R7 and R9.

But wait — the check order: gross_pay present, payroll_month present, reference row exists (check?), then conflict. Order says check 3 before 4. Should I verify the reference row exists? Month 2026-11 is within 2026. But does the second-half row cover November? Let me check lookup_reference to be sure. Actually the order matters: if NO_APPLICABLE_REFERENCE applies, that takes priority. Let me check.

Also allowed_deduction is present but we're clarifying anyway.
Tool
{
  "reference": "second-half",
  "months": ["2026-07", "2026-12"],
  "rate": "0.08",
  "cap": "4500.00",
  "deduction": "400.00",
  "free": "1200.00",
  "upper": "3300.00",
  "middle_rate": "0.12",
  "upper_rate": "0.22"
}
Assistant
{
  "decision": "clarify",
  "reason_code": "CONFLICTING_GROSS_PAY",
  "clauses": ["R7", "R9"],
  "explanation": "The payroll record's gross_pay 4184.75 differs from the contract's gross_pay 4159.75, and no approved amendment resolves the difference. Please confirm the correct gross pay or supply an approved amendment resolving the conflict."
}
Reasoning
Second-half covers months 2026-07 through 2026-12 presumably (months field shows ["2026-07", "2026-12"] as boundaries). So 2026-11 is covered.

Check first-half too? Not needed since 2026-11 is in second half. But boundaries: "first-half" and "second-half" — months field lists start and end. Second-half covers 2026-07 to 2026-12. So 2026-11 is applicable.

Now the conflict: contract_gross_pay 4159.75 ≠ gross_pay 4184.75, no amendment. → clarify, CONFLICTING_GROSS_PAY, cite R7 and R9.

Rules say: "For these cases do not return calculated monetary fields." So answer fields: decision, reason_code, clauses, explanation.