← Heatmap / DeepSeek V4.1 Flash · Task 32
DeepSeek V4.1 Flash · 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 · 4 tool calls · 7.0s · $0.0010
| Component | Score | Clauses |
|---|---|---|
| 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 document.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "7777.07", "payroll_month": "2025-08", "allowed_deduction": "12.47"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")Reasoning
Payroll month 2025-08. Only 2026 is covered. So month without reference row → NO_APPLICABLE_REFERENCE. Let me check reference tables to confirm. Actually R1: Only 2026 is covered. Dates outside 2026 require clarification under R7. So 2025-08 is out of range → clarify NO_APPLICABLE_REFERENCE citing R1 and R7. Let me verify with lookup_reference anyway.
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"
}
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"
}
Assistant
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "Payroll month 2025-08 has no applicable reference row because only 2026 months are covered by the reference tables. Please provide a payroll month within 2026 so the correct reference row can be selected."
}
Reasoning
Payroll month 2025-08 has no reference row (only 2026 covered). Return clarify NO_APPLICABLE_REFERENCE citing R1 and R7.
Rollout #2 100.0% passed · 4 tool calls · 4.6s · $0.0011
| Component | Score | Clauses |
|---|---|---|
| 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
lookup_reference(reference="first-half")lookup_reference(reference="second-half")Reasoning
Payroll month is 2025-08. Only 2026 is covered. So month without a reference row → NO_APPLICABLE_REFERENCE, citing R1 and R7. Wait, but let me check reference tables to confirm. The month 2025-08 is outside 2026. R1 says only 2026 is covered, dates outside 2026 require clarification under R7. So reason_code NO_APPLICABLE_REFERENCE. Let me verify with lookup_reference maybe. But the rule is clear. Let me still check to be safe.
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"
}
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"
}
Assistant
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "Payroll month 2025-08 has no applicable reference row; only 2026 months are covered. Please supply a payroll month within 2026 (or the correct covered month) to resolve this blocker."
}
Reasoning
Payroll month 2025-08 is not covered by any reference row (only 2026). So clarification with reason_code NO_APPLICABLE_REFERENCE, citing R1 and R7.
Rollout #3 100.0% passed · 4 tool calls · 6.0s · $0.0011
| Component | Score | Clauses |
|---|---|---|
| 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
lookup_reference(reference="first-half")lookup_reference(reference="second-half")Reasoning
The payroll month is 2025-08, which is outside 2026. Only 2026 is covered. Dates outside 2026 require clarification under R7 → reason_code NO_APPLICABLE_REFERENCE, citing R1 and R7. Wait, but I should check the reference tables to confirm. The month 2025-08 has no reference row. Let me check lookup_reference for both halves to confirm coverage is 2026 only. Actually, let me look up the reference to be thorough.
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"
}
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"
}
Assistant
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "The payroll month 2025-08 is outside the covered year 2026; the reference rows only cover 2026-01 through 2026-12, so no applicable reference row exists. Please provide a payroll month covered by a reference row (2026)."
}
Reasoning
The payroll month 2025-08 is outside 2026. No applicable reference row. Return clarify with reason_code NO_APPLICABLE_REFERENCE, citing R1 and R7. There's no contract_gross_pay or amendment. So the blocking issue is the month without a reference row. Answer JSON fields for clarify: decision, reason_code, clauses. Optional explanation.