← Heatmap / DeepSeek V4.1 Flash · Task 36
DeepSeek V4.1 Flash · Tool use · Task 36 (Traps, conflicting pay (future amendment))
Mean 100.0%
| Field | Expected | Rollout #1 (100%) | Rollout #2 (100%) | Rollout #3 (100%) |
|---|---|---|---|---|
| decision | clarify | clarify | clarify | clarify |
| reason code | CONFLICTING_GROSS_PAY | CONFLICTING_GROSS_PAY | CONFLICTING_GROSS_PAY | CONFLICTING_GROSS_PAY |
| clauses | R7 R9 | R7 R9 | R7 R9 | 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 #1 100.0% passed · 6 tool calls · 6.2s · $0.0017
| Component | Score | Clauses |
|---|---|---|
| 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": "d2fe43d30bdb33d9-payroll", "kind": "payroll"},
{"id": "d2fe43d30bdb33d9-contract", "kind": "contract"},
{"id": "d2fe43d30bdb33d9-amendment", "kind": "amendment"}
]
Assistant
read_document(document_id="d2fe43d30bdb33d9-payroll")read_document(document_id="d2fe43d30bdb33d9-contract")read_document(document_id="d2fe43d30bdb33d9-amendment")Reasoning
Let me read all three documents.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "2300.95", "payroll_month": "2026-02", "allowed_deduction": "272.78"}
}
Tool
{
"kind": "contract",
"gross_pay": "1800.95"
}
Tool
{
"kind": "amendment",
"gross_pay": "2300.95",
"approved": true,
"effective_month": "2026-03"
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")Reasoning
Let me analyze. Payroll record: gross_pay 2300.95, payroll_month 2026-02, allowed_deduction 272.78. Contract gross_pay: 1800.95. This differs from payroll gross_pay 2300.95. So there's a conflict under R7 step 4. Amendment: gross_pay 2300.95, approved true, effective_month 2026-03. Payroll month is 2026-02. The amendment's effective month (2026-03) is later than the payroll month (2026-02). So it does not resolve the conflict (effective month must be no later than payroll month). Wait, let me re-read R9: "It resolves a contract conflict only if it is approved, its effective month is no later than the payroll month, and its amount equals the payroll record's gross pay." Effective month 2026-03 is later than payroll month 2026-02. So it does not resolve. So return clarify CONFLICTING_GROSS_PAY citing R7 and R9. Wait, but let me double-check. The amendment amount equals payroll gross pay (2300.95). Approved true. But effective month is future (2026-03 > 2026-02). So it doesn't resolve. So unresolved contract conflict → clarify, reason_code CONFLICTING_GROSS_PAY, citing R7 and R9. Let me confirm the order of checks: R7 step 4 is the conflicting gross pay check. Steps 1-3: gross_pay present, payroll_month present, month 2026-02 has a reference row (first-half covers... need to check). Let me check reference rows anyway. Actually the month must have a reference row. Let me lookup first-half and second-half.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.07",
"cap": "3500.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3300.00",
"middle_rate": "0.10",
"upper_rate": "0.22"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.04",
"cap": "3500.00",
"deduction": "400.00",
"free": "1100.00",
"upper": "2800.00",
"middle_rate": "0.14",
"upper_rate": "0.24"
}
Assistant
{
"decision": "clarify",
"reason_code": "CONFLICTING_GROSS_PAY",
"clauses": ["R7", "R9"],
"explanation": "The payroll record's gross_pay (2300.95) conflicts with the contract's gross_pay (1800.95), and the amendment does not resolve it because its effective_month (2026-03) is later than the payroll month (2026-02). Please provide an approved amendment effective no later than 2026-02 whose amount matches the payroll gross pay, or confirm which gross pay governs."
}
Reasoning
Payroll month 2026-02. First-half months are 2026-01 through 2026-06. So 2026-02 falls in first-half. Good, a reference row exists. Now check the conflict: contract gross_pay 1800.95 ≠ payroll gross_pay 2300.95. Amendment doesn't resolve (effective month future). So clarify with CONFLICTING_GROSS_PAY, citing R7 and R9. Let me produce the JSON. Fields: decision, reason_code, clauses, and optional explanation. The allowed fields for clarify: decision, reason_code, clauses. Plus optional explanation. Explanation should name the unresolved blocker and ask for its resolution.
Rollout #2 100.0% passed · 5 tool calls · 7.7s · $0.0018
| Component | Score | Clauses |
|---|---|---|
| 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": "d2fe43d30bdb33d9-payroll", "kind": "payroll"},
{"id": "d2fe43d30bdb33d9-contract", "kind": "contract"},
{"id": "d2fe43d30bdb33d9-amendment", "kind": "amendment"}
]
Assistant
read_document(document_id="d2fe43d30bdb33d9-payroll")read_document(document_id="d2fe43d30bdb33d9-contract")read_document(document_id="d2fe43d30bdb33d9-amendment")Reasoning
Let me read the documents.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "2300.95", "payroll_month": "2026-02", "allowed_deduction": "272.78"}
}
Tool
{
"kind": "contract",
"gross_pay": "1800.95"
}
Tool
{
"kind": "amendment",
"gross_pay": "2300.95",
"approved": true,
"effective_month": "2026-03"
}
Assistant
lookup_reference(reference="first-half")Reasoning
Now, let's determine the situation. Payroll record: gross_pay 2300.95, payroll_month 2026-02, allowed_deduction 272.78. Contract gross_pay: 1800.95, differs from payroll gross_pay 2300.95. So there's a conflict under R7 step 4. Amendment: gross_pay 2300.95, approved true, effective_month 2026-03. But effective month must be no later than the payroll month (2026-02). 2026-03 > 2026-02, so it's a future amendment → does not resolve conflict. So unresolved contract conflict → return decision "clarify", reason_code "CONFLICTING_GROSS_PAY", citing R7 and R9. Wait, let me double-check. R7 step 4: "If optional contract_gross_pay is present and differs from gross_pay, neither source takes precedence unless an approved amendment resolves it under R9. Otherwise return decision: clarify and reason_code: CONFLICTING_GROSS_PAY, citing R7 and R9." The amendment is future (effective 2026-03 > 2026-02), so it does not resolve. So we return clarify. Let me verify the order of checks: 1 missing gross_pay - present. 2 missing payroll_month - present. 3 month without reference row - 2026-02 is covered (2026 covered). 4 conflict - yes. So answer: decision clarify, reason_code CONFLICTING_GROSS_PAY, clauses [R7, R9], explanation naming unresolved blocker and asking for resolution. Let me confirm the amendment doesn't resolve. Effective month 2026-03 is later than payroll month 2026-02 → future → doesn't resolve. Correct. So final JSON.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.07",
"cap": "3500.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3300.00",
"middle_rate": "0.10",
"upper_rate": "0.22"
}
Assistant
{
"decision": "clarify",
"reason_code": "CONFLICTING_GROSS_PAY",
"clauses": ["R7", "R9"],
"explanation": "The payroll record's gross_pay (2300.95 LCR) conflicts with the contract's gross_pay (1800.95 LCR), and no approved amendment resolves it: the amendment (2300.95 LCR, approved) has effective_month 2026-03, which is later than the payroll month 2026-02, so it does not apply. Please provide an approved amendment with an effective month no later than 2026-02 that matches the payroll gross pay, or confirm which gross pay is authoritative."
}
Reasoning
The payroll month 2026-02 is covered by the first-half reference row (months 2026-01 through 2026-06). So no NO_APPLICABLE_REFERENCE. The conflict: contract gross_pay 1800.95 differs from payroll gross_pay 2300.95. Amendment is future (2026-03 > 2026-02), so it doesn't resolve. Return clarify CONFLICTING_GROSS_PAY. Final answer.
Rollout #3 100.0% passed · 5 tool calls · 7.6s · $0.0017
| Component | Score | Clauses |
|---|---|---|
| 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": "d2fe43d30bdb33d9-payroll", "kind": "payroll"},
{"id": "d2fe43d30bdb33d9-contract", "kind": "contract"},
{"id": "d2fe43d30bdb33d9-amendment", "kind": "amendment"}
]
Assistant
read_document(document_id="d2fe43d30bdb33d9-payroll")read_document(document_id="d2fe43d30bdb33d9-contract")read_document(document_id="d2fe43d30bdb33d9-amendment")Reasoning
Let me read all three documents.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "2300.95", "payroll_month": "2026-02", "allowed_deduction": "272.78"}
}
Tool
{
"kind": "contract",
"gross_pay": "1800.95"
}
Tool
{
"kind": "amendment",
"gross_pay": "2300.95",
"approved": true,
"effective_month": "2026-03"
}
Assistant
lookup_reference(reference="first-half")Reasoning
Let me analyze. Payroll record: gross_pay 2300.95, payroll_month 2026-02, allowed_deduction 272.78. Contract gross_pay: 1800.95. Contract differs from gross_pay (2300.95). So there's a conflict. The amendment: gross_pay 2300.95, approved true, effective_month 2026-03. R9: resolves contract conflict only if approved, effective month is no later than payroll month, AND amount equals payroll record's gross pay. Effective month 2026-03 is later than payroll month 2026-02. So the amendment does NOT resolve the conflict (future amendment). So return clarify, reason_code CONFLICTING_GROSS_PAY, citing R7 and R9. Wait, let me double check. Amendment effective_month 2026-03 > payroll month 2026-02, so it's future. Does not resolve. So conflict unresolved → clarify. Let me verify order of checks in R7: 1 missing gross, 2 missing month, 3 no reference row, 4 conflicting gross pay. All fine until 4. So CONFLICTING_GROSS_PAY. So answer: decision clarify, reason_code CONFLICTING_GROSS_PAY, clauses [R7, R9], explanation. Let me confirm month 2026-02 has a reference row. It's within 2026, so covered. Actually check: only 2026 covered. 2026-02 is covered. So step 3 passes. So final answer is a clarification. Let me produce JSON. Fields allowed for clarify: decision, reason_code, clauses. Optional explanation. I don't need calculate for this. But let me just double-check that no reference lookup needed. The conflict check happens before calculation. Yes. Answer.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.07",
"cap": "3500.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3300.00",
"middle_rate": "0.10",
"upper_rate": "0.22"
}
Assistant
{
"decision": "clarify",
"reason_code": "CONFLICTING_GROSS_PAY",
"clauses": ["R7", "R9"],
"explanation": "The payroll record's gross_pay (2300.95) conflicts with the contract gross_pay (1800.95). The amendment cannot resolve this conflict because its effective_month (2026-03) is later than the payroll month (2026-02), so it is a future amendment under R9. Please resolve the conflicting gross pay (e.g., supply an approved amendment effective no later than 2026-02 whose amount equals the payroll gross pay)."
}
Reasoning
Month 2026-02 is covered (first-half covers 2026-01 through 2026-06). So step 3 passes. Then step 4: contract conflict. Contract gross 1800.95 ≠ payroll gross 2300.95. Amendment approved, effective 2026-03 which is later than payroll month 2026-02 → future → does not resolve. So unresolved conflict → clarify CONFLICTING_GROSS_PAY citing R7 and R9. Final.