← Heatmap / DeepSeek V4.1 Flash · Task 107
DeepSeek V4.1 Flash · Tool use · Task 107 (Traps, month not covered)
Mean 48.9%
| Field | Expected | Rollout #1 (-50%) | Rollout #2 (97%) | Rollout #3 (100%) |
|---|---|---|---|---|
| decision | clarify | (malformed) | clarify | clarify |
| reason code | NO_APPLICABLE_REFERENCE | (malformed) | NO_APPLICABLE_REFERENCE | NO_APPLICABLE_REFERENCE |
| clauses | R1 R7 | (malformed) | 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 -50.0% malformed · 3 tool calls · 4.1s · $0.0010
| Component | Score | Clauses |
|---|---|---|
| decision | 0.0% | R1 R7 |
| exact | 0.0% | R1 R7 |
| field accuracy | 0.0% | R1 R7 |
| citations | 0.0% | R1 R7 |
Assistant
list_documents()Reasoning
Let me start by listing documents.
Tool
[
{"id": "6f10b60ba9a767ab-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="6f10b60ba9a767ab-payroll")Reasoning
Read the payroll document.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "6291.88", "payroll_month": "2027-07", "allowed_deduction": "228.67"}
}
Assistant
lookup_reference(reference="second-half")Reasoning
Payroll month is 2027-07, which is outside 2026. Only 2026 is covered. So month without reference row → NO_APPLICABLE_REFERENCE, citing R1 and R7. Wait, let me check. R1 says only 2026 is covered. Dates outside 2026 require clarification under R7. So reason_code NO_APPLICABLE_REFERENCE. Let me verify by looking up reference to confirm no row covers 2027-07. Actually the rule is clear: only 2026 covered. So clarify. Let me still check reference tables? The reference rows are first-half and second-half of 2026 presumably. 2027-07 is not covered. So answer. Reason code: NO_APPLICABLE_REFERENCE. Provide decision, reason_code, clauses, explanation.
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.08",
"cap": "4500.00",
"deduction": "400.00",
"free": "1000.00",
"upper": "2800.00",
"middle_rate": "0.08",
"upper_rate": "0.22"
}
Assistant
```json
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "The payroll month 2027-07 is outside the covered range; only 2026 has reference rows (second-half covers 2026-07 through 2026-12). No reference row applies to 2027-07, and extrapolating an old row is not allowed. Please supply a payroll month covered by a reference row (a 2026 month) or confirm the correct month."
}
```
Reasoning
Confirmed: second-half covers 2026-07 to 2026-12. Payroll month 2027-07 has no applicable reference row. So clarify with NO_APPLICABLE_REFERENCE.
Rollout #2 96.7% passed · 4 tool calls · 8.2s · $0.0012
| 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": "6f10b60ba9a767ab-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="6f10b60ba9a767ab-payroll")Reasoning
Read the payroll document.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "6291.88", "payroll_month": "2027-07", "allowed_deduction": "228.67"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")Reasoning
Payroll month is 2027-07, which is outside 2026. Only 2026 is covered. So no applicable reference row → clarify NO_APPLICABLE_REFERENCE, citing R1 and R7. Wait, let me check the reference tables to be sure. The reference rows available only through lookup_reference. Let me look at first-half and second-half. Actually R1 says only 2026 is covered. Dates outside 2026 require clarification under R7. Let me verify by looking up the reference to confirm no row covers 2027-07.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.07",
"cap": "5000.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3600.00",
"middle_rate": "0.14",
"upper_rate": "0.24"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.08",
"cap": "4500.00",
"deduction": "400.00",
"free": "1000.00",
"upper": "2800.00",
"middle_rate": "0.08",
"upper_rate": "0.22"
}
Assistant
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "The payroll month 2027-07 is outside the covered range; reference rows only cover 2026-01 through 2026-12, so no applicable row exists. Please provide a payroll month within 2026 or an applicable reference."
}
Reasoning
The reference rows cover 2026-01 to 2026-12. Payroll month 2027-07 has no applicable reference row. So clarify with NO_APPLICABLE_REFERENCE, citing R1 and R7.
Rollout #3 100.0% passed · 5 tool calls · 23.1s · $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 | 100.0% | R1 R7 |
Assistant
list_documents()lookup_reference(reference="first-half")lookup_reference(reference="second-half")I'll start by retrieving the case documents and reference rows.
Tool
[
{"id": "6f10b60ba9a767ab-payroll", "kind": "payroll"}
]
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.07",
"cap": "5000.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3600.00",
"middle_rate": "0.14",
"upper_rate": "0.24"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.08",
"cap": "4500.00",
"deduction": "400.00",
"free": "1000.00",
"upper": "2800.00",
"middle_rate": "0.08",
"upper_rate": "0.22"
}
Assistant
read_document(document_id="6f10b60ba9a767ab-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "6291.88", "payroll_month": "2027-07", "allowed_deduction": "228.67"}
}
Assistant
calculate(program="x = 1")Reasoning
The payroll month is 2027-07, outside 2026. R1 says only 2026 is covered. Dates outside 2026 require clarification under R7. Reason code: NO_APPLICABLE_REFERENCE (month without a reference row), citing R1 and R7. Wait — order of checks: missing gross_pay? no. missing payroll_month? no. Month without reference row → clarify NO_APPLICABLE_REFERENCE.
Tool
{
"results": {"x": "1"}
}
Assistant
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "The payroll month 2027-07 has no reference row: only 2026 months are covered, so no applicable row exists and no payslip can be calculated. Please supply a payroll month within 2026 (or confirm the correct covered month)."
}
Reasoning
No calculation needed. Return clarify.
{"decision":"clarify","reason_code":"NO_APPLICABLE_REFERENCE","clauses":["R1","R7"],"explanation":"..."}