← Heatmap / DeepSeek V4.1 Flash · Task 49
DeepSeek V4.1 Flash · Tool use · Task 49 (Traps, month not covered)
Mean 98.9%
| Field | Expected | Rollout #1 (97%) | 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 96.7% passed · 4 tool calls · 10.5s · $0.0016
| 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 | 66.7% | R1 R7 |
Assistant
list_documents()Reasoning
Let me start by listing documents.
Tool
[
{"id": "9ad988b2861b15bb-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="9ad988b2861b15bb-payroll")Reasoning
Read the payroll document.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "4210.43", "payroll_month": "2027-10"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")Reasoning
Payroll month 2027-10. Only 2026 is covered. Dates outside 2026 require clarification under R7. Month without a reference row → NO_APPLICABLE_REFERENCE. Wait, R7.3: "A month without a reference row: return decision clarify, reason_code NO_APPLICABLE_REFERENCE, citing R1 and R7." But also R1 says year from 2000 through 2099, only 2026 covered. 2027-10 is out of range → clarification. Let me check reference tables to be sure. lookup_reference first-half and second-half. But those are for 2026 presumably. Let me check anyway.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.08",
"cap": "4500.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3600.00",
"middle_rate": "0.12",
"upper_rate": "0.18"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.07",
"cap": "3500.00",
"deduction": "400.00",
"free": "900.00",
"upper": "3600.00",
"middle_rate": "0.08",
"upper_rate": "0.20"
}
Assistant
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "The payroll month 2027-10 has no applicable reference row, since only months in 2026 are covered by this rule set. Please supply a payroll month within a covered reference period (2026-01 through 2026-12) so the correct row can be selected and the payslip calculated."
}
Reasoning
Payroll month 2027-10 has no reference row (only 2026 months covered). So decision clarify, reason_code NO_APPLICABLE_REFERENCE, citing R1 and R7. R7 order: 1. missing gross_pay - present. 2. missing payroll_month - present. 3. month without reference row → NO_APPLICABLE_REFERENCE. Yes. Include explanation naming unresolved blocker and asking for resolution.
Rollout #2 100.0% passed · 4 tool calls · 4.9s · $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": "9ad988b2861b15bb-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="9ad988b2861b15bb-payroll")Reasoning
Read the payroll document.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "4210.43", "payroll_month": "2027-10"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")Reasoning
The payroll month is 2027-10, which is outside 2026. Only 2026 is covered. So it's a month without a reference row → NO_APPLICABLE_REFERENCE, citing R1 and R7. But wait, let me check the reference tables to be sure. Let me lookup both references. Actually R1 says only 2026 is covered. But a case may include an authoritative reference_tables schedule. Let me check lookup_reference for both. Actually the month 2027-10 is outside 2026, so NO_APPLICABLE_REFERENCE. Let me verify by looking up references.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.08",
"cap": "4500.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3600.00",
"middle_rate": "0.12",
"upper_rate": "0.18"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.07",
"cap": "3500.00",
"deduction": "400.00",
"free": "900.00",
"upper": "3600.00",
"middle_rate": "0.08",
"upper_rate": "0.20"
}
Assistant
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "Payroll month 2027-10 has no applicable reference row; only months in 2026 are covered. Please supply a payroll month within the covered reference schedule."
}
Reasoning
The payroll month 2027-10 is not covered by any reference row (only 2026-01 through 2026-12). So return clarify with NO_APPLICABLE_REFERENCE, citing R1 and R7. The order of checks: gross_pay present (yes), payroll_month present (yes), month without reference row → NO_APPLICABLE_REFERENCE. Return JSON.
Rollout #3 100.0% passed · 4 tool calls · 6.9s · $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": "9ad988b2861b15bb-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="9ad988b2861b15bb-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "4210.43", "payroll_month": "2027-10"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")Reasoning
Payroll month 2027-10 is outside 2026. Only 2026 covered. Need clarification NO_APPLICABLE_REFERENCE citing R1 and R7. Wait, R7 order: missing gross_pay, missing payroll_month, month without reference row. 2027-10 has no reference row → NO_APPLICABLE_REFERENCE. Cite R1 and R7. Actually "Dates outside 2026 require clarification under R7." Let me check reference tables to confirm no row. But 2027 is outside covered range. Let me just verify via lookup_reference maybe. The reference rows only cover 2026. Let me still check to be safe.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.08",
"cap": "4500.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3600.00",
"middle_rate": "0.12",
"upper_rate": "0.18"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.07",
"cap": "3500.00",
"deduction": "400.00",
"free": "900.00",
"upper": "3600.00",
"middle_rate": "0.08",
"upper_rate": "0.20"
}
Assistant
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "Payroll month 2027-10 is outside the covered year 2026, so no reference row applies. Please supply a payroll month within a covered reference period."
}
Reasoning
2027-10 not covered. Return clarify with NO_APPLICABLE_REFERENCE, citing R1 and R7.