← Heatmap / DeepSeek V4.1 Flash · Task 44
DeepSeek V4.1 Flash · Tool use · Task 44 (Traps, month not covered)
Mean 97.8%
| Field | Expected | Rollout #1 (100%) | Rollout #2 (100%) | Rollout #3 (93%) |
|---|---|---|---|---|
| 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 · 4.7s · $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": "93c6cd218be71e1f-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="93c6cd218be71e1f-payroll")Reasoning
Read the payroll document.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "2246.04", "payroll_month": "2025-07", "allowed_deduction": "103.13"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")Reasoning
Payroll month is 2025-07, which is outside 2026. Only 2026 is covered. So month without a reference row → NO_APPLICABLE_REFERENCE, citing R1 and R7. Wait, but need to check reference tables to confirm. Let me look up references. Actually R1 says only 2026 is covered. 2025-07 is outside. So NO_APPLICABLE_REFERENCE. Let me check lookup_reference to confirm months.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.05",
"cap": "3500.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3600.00",
"middle_rate": "0.14",
"upper_rate": "0.18"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.08",
"cap": "3500.00",
"deduction": "400.00",
"free": "1100.00",
"upper": "2800.00",
"middle_rate": "0.12",
"upper_rate": "0.24"
}
Assistant
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "The payroll month 2025-07 has no applicable reference row: only 2026 months are covered (first-half 2026-01 to 2026-06, second-half 2026-07 to 2026-12). Please provide a payroll month within 2026 so the correct reference row can be selected."
}
Reasoning
The payroll month is 2025-07, which is not covered by any reference row (references cover 2026-01 through 2026-12). So return clarify with NO_APPLICABLE_REFERENCE, citing R1 and R7. Gross pay is present, payroll month present. Month without reference row → reason_code NO_APPLICABLE_REFERENCE. Return JSON.
Rollout #2 100.0% passed · 4 tool calls · 4.7s · $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": "93c6cd218be71e1f-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="93c6cd218be71e1f-payroll")Reasoning
Let me read the payroll document.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "2246.04", "payroll_month": "2025-07", "allowed_deduction": "103.13"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")Reasoning
The payroll month is 2025-07. Only 2026 is covered. A month without a reference row: return clarify NO_APPLICABLE_REFERENCE citing R1 and R7. Let me check the reference tables to confirm. Actually R1 says only 2026 covered. 2025-07 is outside 2026. So no applicable reference row. Return clarify. Let me verify by looking up references.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.05",
"cap": "3500.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3600.00",
"middle_rate": "0.14",
"upper_rate": "0.18"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.08",
"cap": "3500.00",
"deduction": "400.00",
"free": "1100.00",
"upper": "2800.00",
"middle_rate": "0.12",
"upper_rate": "0.24"
}
Assistant
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "The payroll month 2025-07 is outside the covered 2026 reference schedule (first-half covers 2026-01 to 2026-06; second-half covers 2026-07 to 2026-12), so no applicable reference row exists. Please supply a payroll month covered by a reference row."
}
Reasoning
The month 2025-07 is outside 2026, no reference row. Return clarify NO_APPLICABLE_REFERENCE citing R1 and R7. Gross pay present, month present. Month without reference row → clarify.
Rollout #3 93.3% explanation · 4 tool calls · 9.3s · $0.0014
| 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 | 33.3% | R1 R7 |
Assistant
list_documents()Reasoning
Let me start by listing documents.
Tool
[
{"id": "93c6cd218be71e1f-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="93c6cd218be71e1f-payroll")Reasoning
Read the payroll document.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "2246.04", "payroll_month": "2025-07", "allowed_deduction": "103.13"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")Reasoning
Payroll month 2025-07. Only 2026 is covered. So month without a reference row → clarify NO_APPLICABLE_REFERENCE, citing R1 and R7. Wait, but let me check references. R1 says only 2026 is covered. Dates outside 2026 require clarification under R7. So 2025-07 → no applicable reference. Let me verify by lookup_reference maybe, but it says reference rows available only through lookup_reference. Let me check both to be safe. Actually the rule says only 2026 covered, so 2025-07 has no row. Let me still look up to confirm. Actually let me just confirm with lookup_reference first-half and second-half.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.05",
"cap": "3500.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3600.00",
"middle_rate": "0.14",
"upper_rate": "0.18"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.08",
"cap": "3500.00",
"deduction": "400.00",
"free": "1100.00",
"upper": "2800.00",
"middle_rate": "0.12",
"upper_rate": "0.24"
}
Assistant
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "Payroll month 2025-07 has no applicable reference row because the reference schedule covers only 2026 months (first-half 2026-01 through 2026-06, second-half 2026-07 through 2026-12). No row can be selected and an old row must not be extrapolated. Please supply a payroll month covered by a reference row."
}
Reasoning
Payroll month 2025-07 is outside 2026. No applicable reference row. Return clarify with reason_code NO_APPLICABLE_REFERENCE, citing R1 and R7. The order of checks: 1 missing gross_pay - present. 2 missing payroll_month - present. 3 month without reference row → NO_APPLICABLE_REFERENCE. Yes. Answer includes decision, reason_code, clauses, and optional explanation.