← Heatmap / DeepSeek V4.1 Flash · Task 47
DeepSeek V4.1 Flash · Tool use · Task 47 (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 · 7 tool calls · 7.0s · $0.0023
| 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": "df45190a128d0c2c-payroll", "kind": "payroll"},
{"id": "df45190a128d0c2c-contract", "kind": "contract"},
{"id": "df45190a128d0c2c-amendment", "kind": "amendment"}
]
Assistant
read_document(document_id="df45190a128d0c2c-payroll")read_document(document_id="df45190a128d0c2c-contract")read_document(document_id="df45190a128d0c2c-amendment")Reasoning
Let me read all documents.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "3807.00", "payroll_month": "2026-04", "allowed_deduction": "181.70"}
}
Tool
{
"kind": "contract",
"gross_pay": "3807.01"
}
Tool
{
"kind": "amendment",
"gross_pay": "3807.00",
"approved": true,
"effective_month": "2026-06"
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")Reasoning
Let me analyze. Payroll record: gross_pay 3807.00, payroll_month 2026-04, allowed_deduction 181.70. Contract gross_pay: 3807.01, differs from gross_pay 3807.00. So conflict. Amendment: gross_pay 3807.00, approved true, effective_month 2026-06. But payroll month is 2026-04. Effective month must be no later than payroll month. 2026-06 > 2026-04, so future amendment does not resolve. So unresolved conflict → clarify, reason_code CONFLICTING_GROSS_PAY, citing R7 and R9. Wait, check order of R7: 1 missing gross_pay, 2 missing payroll_month, 3 month without reference row, 4 conflict. First check month has reference row. 2026-04 is in 2026, so covered. Need to check reference row exists. Only 2026 covered. Let me check lookup_reference to confirm 2026-04 has a row. Actually R1 says select the reference row using the payroll month. Let me check the reference tables.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.08",
"cap": "5000.00",
"deduction": "400.00",
"free": "900.00",
"upper": "3600.00",
"middle_rate": "0.10",
"upper_rate": "0.18"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.08",
"cap": "3500.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3300.00",
"middle_rate": "0.14",
"upper_rate": "0.22"
}
Assistant
calculate(program="gross_pay = 3807.00\ncontract = 3807.01\namendment = 3807.00\neffective = 2026-06\npayroll_month = 2026-04\nconflict = 1")Reasoning
Now, which reference row applies to 2026-04? The first-half months are 2026-01 through 2026-06, second-half 2026-07 through 2026-12. So 2026-04 is in first-half. Now the conflict: contract gross_pay 3807.01 differs from gross_pay 3807.00. Amendment is approved but effective_month 2026-06 is later than payroll month 2026-04, so it does not resolve the conflict. Therefore return clarify with reason_code CONFLICTING_GROSS_PAY, citing R7 and R9. Let me double check: R9 says amendment resolves conflict only if approved, effective month no later than payroll month, and amount equals payroll record's gross pay. Here amount 3807.00 equals payroll gross_pay, approved true, but effective month 2026-06 > 2026-04. So does not resolve. Clarify. So answer: decision clarify, reason_code CONFLICTING_GROSS_PAY, clauses ["R7","R9"], explanation naming unresolved blocker. The amendment's effective month is later than the payroll month, so it doesn't resolve. Need to ask for resolution — e.g., an approved amendment effective on or before 2026-04, or confirmation of which gross pay applies. Include clauses R7 and R9.
Tool
{
"error": "Syntax error; write one assignment per line, such as total = 1 + 2"
}
Assistant
{
"decision": "clarify",
"reason_code": "CONFLICTING_GROSS_PAY",
"clauses": ["R7", "R9"],
"explanation": "The payroll record's gross_pay (3807.00) conflicts with the contract gross_pay (3807.01), and no approved amendment resolves it: the amendment (3807.00, approved) is effective 2026-06, which is later than the payroll month 2026-04, so it is a future amendment and takes no effect. Please supply an approved amendment effective on or before 2026-04 that matches the payroll gross pay, or confirm which gross pay governs."
}
Reasoning
The calculate tool errored because of the non-numeric lines. That's fine; I don't need it. The answer is a clarification. Let me just produce the JSON.
Rollout #2 100.0% passed · 4 tool calls · 10.3s · $0.0012
| 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": "df45190a128d0c2c-payroll", "kind": "payroll"},
{"id": "df45190a128d0c2c-contract", "kind": "contract"},
{"id": "df45190a128d0c2c-amendment", "kind": "amendment"}
]
Assistant
read_document(document_id="df45190a128d0c2c-payroll")read_document(document_id="df45190a128d0c2c-contract")read_document(document_id="df45190a128d0c2c-amendment")Reasoning
Read all three.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "3807.00", "payroll_month": "2026-04", "allowed_deduction": "181.70"}
}
Tool
{
"kind": "contract",
"gross_pay": "3807.01"
}
Tool
{
"kind": "amendment",
"gross_pay": "3807.00",
"approved": true,
"effective_month": "2026-06"
}
Assistant
{
"decision": "clarify",
"reason_code": "CONFLICTING_GROSS_PAY",
"clauses": ["R7", "R9"],
"explanation": "The payroll record's gross_pay (3807.00) conflicts with contract_gross_pay (3807.01). The amendment, though approved and matching the payroll gross pay (3807.00), has an effective_month of 2026-06, which is later than the payroll month 2026-04, so it does not resolve the conflict. Please resolve the gross-pay conflict (e.g., supply an approved amendment effective no later than 2026-04 with the correct amount, or confirm which gross pay applies)."
}
Reasoning
Payroll: gross_pay 3807.00, month 2026-04, allowed_deduction 181.70. Contract gross_pay 3807.01 differs from gross_pay 3807.00. Conflict under R7 step 4. Amendment: gross_pay 3807.00, approved true, effective_month 2026-06. Effective month must be no later than payroll month (2026-04). 2026-06 > 2026-04, so amendment is future → does not resolve conflict. So return clarify CONFLICTING_GROSS_PAY citing R7 and R9. Wait, check: the amendment amount equals payroll gross pay (3807.00). But effective month is 2026-06, which is later than payroll month 2026-04. So it does not resolve. So unresolved conflict → clarify. Let me double check 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." Future amendment → doesn't resolve. So clarify. Answer: decision clarify, reason_code CONFLICTING_GROSS_PAY, clauses R7, R9, explanation.
Rollout #3 100.0% passed · 6 tool calls · 7.7s · $0.0019
| 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": "df45190a128d0c2c-payroll", "kind": "payroll"},
{"id": "df45190a128d0c2c-contract", "kind": "contract"},
{"id": "df45190a128d0c2c-amendment", "kind": "amendment"}
]
Assistant
read_document(document_id="df45190a128d0c2c-payroll")read_document(document_id="df45190a128d0c2c-contract")read_document(document_id="df45190a128d0c2c-amendment")Reasoning
Let me read all documents.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "3807.00", "payroll_month": "2026-04", "allowed_deduction": "181.70"}
}
Tool
{
"kind": "contract",
"gross_pay": "3807.01"
}
Tool
{
"kind": "amendment",
"gross_pay": "3807.00",
"approved": true,
"effective_month": "2026-06"
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")Reasoning
Let me analyze. Payroll record: gross_pay 3807.00, payroll_month 2026-04, allowed_deduction 181.70. Contract gross_pay: 3807.01 — differs from gross_pay 3807.00. So conflict. Amendment: gross_pay 3807.00, approved true, effective_month 2026-06. Payroll month is 2026-04. Amendment effective month 2026-06 is later than payroll month 2026-04, so it does NOT resolve the conflict (must be no later than payroll month). So unresolved contract conflict → clarify with reason_code CONFLICTING_GROSS_PAY, citing R7 and R9. Wait, let me double check the order in R7. Steps 1-3 are missing gross_pay, missing payroll_month, no applicable reference. Step 4 is the conflict. All present here, so we reach step 4. Contract gross_pay 3807.01 differs from gross_pay 3807.00. Neither source takes precedence unless an approved amendment resolves it under R9. The amendment is approved but effective_month 2026-06 is after payroll month 2026-04, and its amount equals payroll gross pay (3807.00). But effective month is later, so it does not resolve. So return clarify CONFLICTING_GROSS_PAY citing R7 and R9. Let me verify the reference row exists for 2026-04, but that doesn't matter for the conflict. Actually the order: step 3 checks month without reference row before step 4. Let me check reference to confirm 2026-04 has a row. If no row, we'd return NO_APPLICABLE_REFERENCE first. Let me look up. 2026-04 is first half presumably (Jan-Jun). Let me check.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.08",
"cap": "5000.00",
"deduction": "400.00",
"free": "900.00",
"upper": "3600.00",
"middle_rate": "0.10",
"upper_rate": "0.18"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.08",
"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's gross_pay (3807.00) conflicts with the contract gross_pay (3807.01), and no approved amendment resolves it: the amendment's effective_month (2026-06) is later than the payroll month (2026-04), so under R9 it cannot take effect for this month. Please confirm the correct gross pay for 2026-04 or supply an approved amendment effective no later than 2026-04."
}
Reasoning
2026-04 is within first-half (2026-01 to 2026-06). So a reference row exists. Now the conflict: contract gross_pay 3807.01 vs payroll gross_pay 3807.00. Amendment approved, effective 2026-06 which is later than payroll month 2026-04 → does not resolve. So CONFLICTING_GROSS_PAY. Return clarify with reason_code CONFLICTING_GROSS_PAY, citing R7 and R9, plus short explanation.