← Heatmap / DeepSeek V4.1 Flash · Task 84
DeepSeek V4.1 Flash · Tool use · Task 84 (Traps, missing gross pay)
Mean 100.0%
| Field | Expected | Rollout #1 (100%) | Rollout #2 (100%) | Rollout #3 (100%) |
|---|---|---|---|---|
| decision | clarify | clarify | clarify | clarify |
| reason code | MISSING_GROSS_PAY | MISSING_GROSS_PAY | MISSING_GROSS_PAY | MISSING_GROSS_PAY |
| 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 · 2 tool calls · 5.1s · $0.0007
| 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": "b175dda0c6f8b612-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="b175dda0c6f8b612-payroll")Reasoning
Read the payroll document.
Tool
{
"kind": "payroll",
"record": {"payroll_month": "2026-11", "allowed_deduction": "0.00"}
}
Assistant
{
"decision": "clarify",
"reason_code": "MISSING_GROSS_PAY",
"clauses": ["R1", "R7"],
"explanation": "The payroll record has no gross_pay value (it is absent, not zero), so payroll cannot be calculated. Please provide the employee's monthly gross pay in LCR."
}
Reasoning
The record has payroll_month 2026-11, allowed_deduction 0.00, but no gross_pay. Missing gross_pay → clarify MISSING_GROSS_PAY, citing R1 and R7. Wait, let me double-check the record. It only has payroll_month and allowed_deduction. gross_pay is missing. So return clarify with MISSING_GROSS_PAY. Per R7 order: 1. Missing gross_pay → MISSING_GROSS_PAY. So answer: decision clarify, reason_code MISSING_GROSS_PAY, clauses R1, R7, explanation.
Rollout #2 100.0% passed · 3 tool calls · 8.7s · $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 | 100.0% | R1 R7 |
Assistant
list_documents()Reasoning
Let me start by listing documents.
Tool
[
{"id": "b175dda0c6f8b612-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="b175dda0c6f8b612-payroll")Reasoning
Read the payroll document.
Tool
{
"kind": "payroll",
"record": {"payroll_month": "2026-11", "allowed_deduction": "0.00"}
}
Assistant
lookup_reference(reference="second-half")Reasoning
The record has payroll_month 2026-11, allowed_deduction 0.00, but no gross_pay. So missing gross_pay → clarify MISSING_GROSS_PAY citing R1 and R7. Wait, let me double-check there's no contract_gross_pay or amendment. The record only has payroll_month and allowed_deduction. So gross_pay is missing. R7 order: 1. Missing gross_pay → clarify MISSING_GROSS_PAY, citing R1 and R7. So answer: decision clarify, reason_code MISSING_GROSS_PAY, clauses R1, R7, plus explanation. Let me confirm no other documents. Only one document. So gross_pay missing. The answer fields for clarify: decision, reason_code, clauses. Plus optional explanation.
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.06",
"cap": "4500.00",
"deduction": "400.00",
"free": "1100.00",
"upper": "2800.00",
"middle_rate": "0.10",
"upper_rate": "0.18"
}
Assistant
{
"decision": "clarify",
"reason_code": "MISSING_GROSS_PAY",
"clauses": ["R1", "R7"],
"explanation": "The payroll record supplies payroll_month 2026-11 and allowed_deduction 0.00, but gross_pay is absent (not provided and not null-valued elsewhere). Under R7 step 1, a missing gross_pay must be clarified before any calculation. Please provide the employee's monthly gross_pay in LCR."
}
Reasoning
The record is missing gross_pay, so we must clarify before anything else. Let me produce the answer.
Actually, let me verify there's no gross_pay anywhere. The record is `{"payroll_month": "2026-11", "allowed_deduction": "0.00"}`. No gross_pay. So MISSING_GROSS_PAY.
Rollout #3 100.0% passed · 4 tool calls · 5.1s · $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": "b175dda0c6f8b612-payroll", "kind": "payroll"}
]
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.07",
"cap": "3500.00",
"deduction": "400.00",
"free": "1100.00",
"upper": "3000.00",
"middle_rate": "0.10",
"upper_rate": "0.18"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.06",
"cap": "4500.00",
"deduction": "400.00",
"free": "1100.00",
"upper": "2800.00",
"middle_rate": "0.10",
"upper_rate": "0.18"
}
Assistant
read_document(document_id="b175dda0c6f8b612-payroll")Reasoning
Now read the payroll document.
Tool
{
"kind": "payroll",
"record": {"payroll_month": "2026-11", "allowed_deduction": "0.00"}
}
Assistant
{
"decision": "clarify",
"reason_code": "MISSING_GROSS_PAY",
"clauses": ["R1", "R7"],
"explanation": "The payroll record for 2026-11 does not include a gross_pay value (and no contract_gross_pay or approved amendment supplies one). Missing gross_pay must be clarified under R7 before any calculation. Please provide the employee's gross_pay for the month."
}
Reasoning
The record has payroll_month 2026-11, allowed_deduction 0.00, but no gross_pay field. So missing gross_pay → clarify MISSING_GROSS_PAY.
Wait, let me check. The record: {"payroll_month": "2026-11", "allowed_deduction": "0.00"}. No gross_pay. So R7 step 1: Missing gross_pay → decision clarify, reason_code MISSING_GROSS_PAY, citing R1 and R7.
Let me double-check there's no contract_gross_pay or amendment. The record doesn't include them. So gross_pay is missing.
Return clarify.