← Heatmap / DeepSeek V4.1 Flash · Task 98
DeepSeek V4.1 Flash · Tool use · Task 98 (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 · 5 tool calls · 7.1s · $0.0015
| 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": "c678b342f657c4aa-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="c678b342f657c4aa-payroll")Reasoning
Let me read the payroll document.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "4390.15", "payroll_month": "2027-05", "allowed_deduction": "339.95"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")Reasoning
Payroll month is 2027-05, which is outside 2026. Only 2026 is covered. So month without a reference row → NO_APPLICABLE_REFERENCE, citing R1 and R7. Let me verify with lookup_reference to see effective months. Actually R1 says only 2026 covered. But there may be a case schedule. Let me check lookup_reference for both halves.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.08",
"cap": "5000.00",
"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": "0.08",
"cap": "5000.00",
"deduction": "400.00",
"free": "1000.00",
"upper": "3300.00",
"middle_rate": "0.12",
"upper_rate": "0.24"
}
Assistant
calculate(program="x = 1")Reasoning
Payroll month 2027-05 is not covered by any reference row (only 2026-01 to 2026-12). So decision clarify, reason_code NO_APPLICABLE_REFERENCE, citing R1 and R7. The month is out of range (outside 2026). R7 point 3: month without a reference row → clarify NO_APPLICABLE_REFERENCE. Also R9: missing or out-of-range dates cite R1 and R7. So answer: decision clarify, reason_code NO_APPLICABLE_REFERENCE, clauses ["R1","R7"]. Include short explanation.
Tool
{
"results": {"x": "1"}
}
Assistant
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "Payroll month 2027-05 is outside the only covered year (2026), so no reference row applies and no payslip can be calculated. Please provide a payroll month within a covered reference period."
}
Rollout #2 100.0% passed · 4 tool calls · 5.6s · $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()lookup_reference(reference="first-half")lookup_reference(reference="second-half")Reasoning
Let me start by listing documents and looking up references.
Tool
[
{"id": "c678b342f657c4aa-payroll", "kind": "payroll"}
]
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.08",
"cap": "5000.00",
"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": "0.08",
"cap": "5000.00",
"deduction": "400.00",
"free": "1000.00",
"upper": "3300.00",
"middle_rate": "0.12",
"upper_rate": "0.24"
}
Assistant
read_document(document_id="c678b342f657c4aa-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "4390.15", "payroll_month": "2027-05", "allowed_deduction": "339.95"}
}
Assistant
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "The payroll month 2027-05 is outside the covered 2026 reference period, so no applicable reference row exists. Please provide a payroll month covered by a reference row (2026-01 through 2026-12)."
}
Reasoning
Payroll month is 2027-05, which is outside 2026 coverage. R1 says only 2026 covered. Dates outside 2026 require clarification under R7. No applicable reference row → NO_APPLICABLE_REFERENCE, citing R1 and R7. Wait, R7 step 3 says "A month without a reference row". 2027-05 has no reference row. So clarify NO_APPLICABLE_REFERENCE. Check order: gross_pay present, payroll_month present. Month without reference row → clarify. Return decision clarify, reason_code NO_APPLICABLE_REFERENCE, clauses R1, R7.
Rollout #3 100.0% passed · 4 tool calls · 6.1s · $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": "c678b342f657c4aa-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="c678b342f657c4aa-payroll")Reasoning
Read the payroll document.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "4390.15", "payroll_month": "2027-05", "allowed_deduction": "339.95"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")Reasoning
Payroll month 2027-05. Only 2026 is covered. So dates outside 2026 require clarification under R7 → NO_APPLICABLE_REFERENCE? Let me check. R1 says month must be 2000-2099, only 2026 covered, dates outside 2026 require clarification under R7. R7 rule 3: a month without a reference row → clarify NO_APPLICABLE_REFERENCE citing R1 and R7. Let me verify with lookup_reference to confirm no applicable row. Actually the months: first-half and second-half. Let me check what months they cover.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.08",
"cap": "5000.00",
"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": "0.08",
"cap": "5000.00",
"deduction": "400.00",
"free": "1000.00",
"upper": "3300.00",
"middle_rate": "0.12",
"upper_rate": "0.24"
}
Assistant
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "Payroll month 2027-05 falls outside the covered 2026 reference period, so no reference row applies and no payslip can be calculated. Please supply a payroll month covered by a reference row (a 2026 month)."
}
Reasoning
Payroll month 2027-05 has no reference row. Return clarify NO_APPLICABLE_REFERENCE citing R1 and R7.