← Heatmap / DeepSeek V4.1 Flash · Task 88
DeepSeek V4.1 Flash · Tool use · Task 88 (Traps, missing month)
Mean 100.0%
| Field | Expected | Rollout #1 (100%) | Rollout #2 (100%) | Rollout #3 (100%) |
|---|---|---|---|---|
| decision | clarify | clarify | clarify | clarify |
| reason code | MISSING_PAYROLL_MONTH | MISSING_PAYROLL_MONTH | MISSING_PAYROLL_MONTH | MISSING_PAYROLL_MONTH |
| 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 · 3.7s · $0.0008
| 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": "53bdb78b6184cd21-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="53bdb78b6184cd21-payroll")Reasoning
Read the payroll document.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "2924.24", "allowed_deduction": "307.83"}
}
Assistant
{
"decision": "clarify",
"reason_code": "MISSING_PAYROLL_MONTH",
"clauses": ["R1", "R7"],
"explanation": "The payroll record provides gross_pay and allowed_deduction but no payroll_month, so the applicable reference row cannot be selected and payroll cannot be calculated. Please provide the payroll month in YYYY-MM format (a 2026 month) so the correct reference row can be applied."
}
Reasoning
The record has gross_pay and allowed_deduction but no payroll_month. Wait, missing payroll_month → R7 step 2: MISSING_PAYROLL_MONTH. But wait — maybe payroll_month is elsewhere? Let me check. The record only has gross_pay and allowed_deduction. No payroll_month. So missing payroll_month → clarify with MISSING_PAYROLL_MONTH, citing R1 and R7. But hold on, R7 order: 1. Missing gross_pay (present). 2. Missing payroll_month → return clarify MISSING_PAYROLL_MONTH. Yes. So the answer is clarify. Let me double-check there's no other document. list_documents returned only one. So no payroll_month anywhere. Therefore decision: clarify, reason_code: MISSING_PAYROLL_MONTH, clauses: ["R1", "R7"]. Include explanation naming unresolved blocker and asking for resolution. No monetary fields.
Rollout #2 100.0% passed · 3 tool calls · 7.2s · $0.0018
| 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": "53bdb78b6184cd21-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="53bdb78b6184cd21-payroll")Reasoning
Let me read the payroll document.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "2924.24", "allowed_deduction": "307.83"}
}
Assistant
read_document(document_id="53bdb78b6184cd21-payroll")Reasoning
The record has gross_pay 2924.24, allowed_deduction 307.83, but no payroll_month! Wait, the record doesn't include payroll_month. Let me check.
The record: {"gross_pay": "2924.24", "allowed_deduction": "307.83"}. No payroll_month. Hmm. But maybe payroll_month is elsewhere. Let me re-read. The document only has gross_pay and allowed_deduction. Missing payroll_month → clarify MISSING_PAYROLL_MONTH citing R1 and R7.
Wait, but let me double check. Maybe there's a reference table available. But without payroll_month we can't select a row. Let me re-read the document carefully - it says record with only those two fields. So payroll_month is missing.
Actually wait, R7 order: 1. missing gross_pay → clarify. 2. missing payroll_month → clarify. gross_pay is present, so check payroll_month: missing → MISSING_PAYROLL_MONTH.
Hmm, but let me be careful. Perhaps the payroll_month is provided in some other form. The document only shows these fields. Let me verify there are no other documents. list_documents returned only one.
So the answer: decision clarify, reason_code MISSING_PAYROLL_MONTH, citing R1 and R7.
But wait, let me reconsider. Maybe I should double-check by looking at the reference tables to see if they give a month. No, reference tables give rates and effective months. But the task says reference rows available only through lookup_reference. The payroll month is a case input that should be in the record. It's absent.
Hmm, but actually maybe the payroll_month is embedded elsewhere. Let me re-read: the record only has gross_pay and allowed_deduction. So indeed missing payroll_month.
Actually, let me reconsider whether this is a retrieval task. The prompt says "Process this monthly payroll record" - it's a calculation. The record lacks payroll_month.
Let me also double check: is there any possibility the month is given in the document metadata? The read_document returned {"kind": "payroll", "record": {...}}. No month.
So answer: clarify, MISSING_PAYROLL_MONTH.
Wait, but the order in R7 says missing gross_pay first, then missing payroll_month. gross_pay present. So MISSING_PAYROLL_MONTH.
Let me provide the JSON.
Actually, let me reconsider. Should I look at the reference tables anyway? Not needed since we can't determine the month. But maybe the reference lookup reveals something. No.
Let me just also consider: the allowed_deduction is present, gross_pay present. No contract_gross_pay, no amendment. So the only blocker is missing payroll_month.
Answer:
{
"decision": "clarify",
"reason_code": "MISSING_PAYROLL_MONTH",
"clauses": ["R1", "R7"],
"explanation": "..."
}
The rules say for clarification include a short explanation naming the unresolved blocker and asking for its resolution.
Let me format.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "2924.24", "allowed_deduction": "307.83"}
}
Assistant
{
"decision": "clarify",
"reason_code": "MISSING_PAYROLL_MONTH",
"clauses": ["R1", "R7"],
"explanation": "The payroll record supplies gross_pay (2924.24) but no payroll_month, so the applicable reference row cannot be selected. Please provide the payroll_month in YYYY-MM format (a 2026 month) so the correct reference row can be applied."
}
Reasoning
The record lacks payroll_month. So clarify. Let me produce the final answer.
Rollout #3 100.0% passed · 4 tool calls · 6.0s · $0.0017
| 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": "53bdb78b6184cd21-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="53bdb78b6184cd21-payroll")Reasoning
Read the payroll document.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "2924.24", "allowed_deduction": "307.83"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")Reasoning
The record has gross_pay 2924.24, allowed_deduction 307.83. No payroll_month given. Wait, let me check. The record only has gross_pay and allowed_deduction. There's no payroll_month.
Hmm, but maybe payroll_month is somewhere. Let me check the document again - it's just those fields. So missing payroll_month?
Wait, R7 order: 1. Missing gross_pay -> clarify. 2. Missing payroll_month -> clarify. gross_pay present, payroll_month missing -> MISSING_PAYROLL_MONTH.
Hmm, but wait. Let me double check the document. The record is {"gross_pay": "2924.24", "allowed_deduction": "307.83"}. No payroll_month.
Hmm, but maybe there's another document. list_documents returned only one. Let me re-read to be sure. Actually let me reconsider - maybe the payroll_month is embedded. No.
Actually wait, maybe I should check lookup_reference too, but without a month we can't select a row. R7 says missing payroll_month -> clarify MISSING_PAYROLL_MONTH citing R1 and R7.
Hmm, but that seems too simple. Let me reconsider whether the document might contain more. The read_document returned the full record. It has no payroll_month.
So the answer is clarify, MISSING_PAYROLL_MONTH.
Wait, but let me reconsider. Actually maybe the task intends the payroll month to be provided elsewhere. Let me re-list documents... only one. So indeed missing payroll_month.
Hmm, but actually let me reconsider the order. Rule 1: missing gross_pay. gross_pay present. Rule 2: missing payroll_month -> MISSING_PAYROLL_MONTH.
So decision clarify, reason_code MISSING_PAYROLL_MONTH, clauses R1, R7.
But wait — is it possible that the payroll_month is missing but there's a contract_gross_pay? No, contract not present.
Let me be thorough and check if there's any other info. The document kind is "payroll" and record has only two fields. So the answer is clarification.
Actually, hold on. Let me reconsider. Maybe I should double-check by reading again or the document might be truncated. It's fine.
The answer: {"decision":"clarify","reason_code":"MISSING_PAYROLL_MONTH","clauses":["R1","R7"],"explanation":"..."}
The explanation should name the unresolved blocker and ask for resolution.
Let me produce that.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.05",
"cap": "4500.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3000.00",
"middle_rate": "0.08",
"upper_rate": "0.24"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.06",
"cap": "3500.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3300.00",
"middle_rate": "0.10",
"upper_rate": "0.18"
}
Assistant
{
"decision": "clarify",
"reason_code": "MISSING_PAYROLL_MONTH",
"clauses": ["R1", "R7"],
"explanation": "The payroll record contains gross_pay and allowed_deduction but no payroll_month, so no reference row can be selected. Please supply the payroll month in YYYY-MM format (a 2026 month) so the applicable contribution rate, cap, and deduction cap can be determined."
}
Reasoning
The payroll record lacks a payroll_month. Per R7 order, missing payroll_month -> clarify MISSING_PAYROLL_MONTH. The record has gross_pay present, so step 1 passes. Step 2: payroll_month missing -> clarify. Answer.