← Heatmap / DeepSeek V4.1 Flash · Task 45
DeepSeek V4.1 Flash · Tool use · Task 45 (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 · 6.2s · $0.0009
| 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": "f46dc79c607d7411-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="f46dc79c607d7411-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "6072.36", "allowed_deduction": "307.83"}
}
Assistant
{
"decision": "clarify",
"reason_code": "MISSING_PAYROLL_MONTH",
"clauses": ["R1", "R7"],
"explanation": "The payroll record supplies gross_pay and allowed_deduction but no payroll_month, so no reference row can be selected and payroll cannot be calculated. Please provide the payroll month in YYYY-MM form (2026) to resolve this blocker."
}
Reasoning
The payroll record: gross_pay 6072.36, allowed_deduction 307.83. But no payroll_month! Wait, the record doesn't include payroll_month. Let me re-read.
Record: {"gross_pay": "6072.36", "allowed_deduction": "307.83"}. Missing payroll_month. So reason_code MISSING_PAYROLL_MONTH.
Wait, but check order: 1. missing gross_pay - no, present. 2. missing payroll_month - yes. Return clarify MISSING_PAYROLL_MONTH, citing R1 and R7.
Hmm, but maybe the payroll_month is elsewhere. Let me double check the document. The record only has those fields. So missing payroll_month.
Actually wait, let me reconsider - maybe there's a reference table that gives months. But the record itself has no payroll_month. R7 step 2: Missing payroll_month → clarify MISSING_PAYROLL_MONTH.
Let me confirm there's no other document. Only one document. So answer is clarify.
But let me be careful: the instruction says "Retrieve the case inputs with list_documents and read_document." Only one document. So payroll_month is missing.
Answer: decision clarify, reason_code MISSING_PAYROLL_MONTH, clauses R1, R7, explanation.
Let me provide the JSON.
Rollout #2 100.0% passed · 4 tool calls · 10.6s · $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": "f46dc79c607d7411-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="f46dc79c607d7411-payroll")Reasoning
Read the payroll document.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "6072.36", "allowed_deduction": "307.83"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")Reasoning
The record has gross_pay and allowed_deduction, but no payroll_month! Wait, R1 says gross_pay and payroll_month are required. Let me check the record: {"gross_pay": "6072.36", "allowed_deduction": "307.83"}. No payroll_month.
Hmm, but wait — maybe the payroll_month is somewhere else. Let me re-read. The record only has gross_pay and allowed_deduction. So payroll_month is missing.
According to R7 order:
1. Missing gross_pay → MISSING_GROSS_PAY. gross_pay present.
2. Missing payroll_month → MISSING_PAYROLL_MONTH, citing R1 and R7.
So the answer is clarify with MISSING_PAYROLL_MONTH.
Wait, but let me double check — maybe there's more in the document. The read_document returned only that. Let me check if there are other documents. list_documents returned only one.
Hmm, but the task says "Reference rows are available only through lookup_reference." Let me consider whether payroll_month might be embedded elsewhere. The record has no month. So it's missing.
Actually wait, let me be careful. The record field is "gross_pay" and "allowed_deduction". There's no payroll_month. So missing payroll_month.
But hold on — the case might have the month in the document id? No. Let me re-read the document carefully. It returned exactly {"kind": "payroll", "record": {"gross_pay": "6072.36", "allowed_deduction": "307.83"}}.
So payroll_month is missing. Return clarify, reason_code MISSING_PAYROLL_MONTH, clauses R1 and R7.
Let me provide explanation naming the unresolved blocker.
The answer fields for clarify: decision, reason_code, clauses. Optional explanation.
So: {"decision": "clarify", "reason_code": "MISSING_PAYROLL_MONTH", "clauses": ["R1", "R7"], "explanation": "..."}
Let me write it.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.07",
"cap": "4500.00",
"deduction": "400.00",
"free": "900.00",
"upper": "3000.00",
"middle_rate": "0.08",
"upper_rate": "0.22"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.04",
"cap": "5000.00",
"deduction": "400.00",
"free": "900.00",
"upper": "3300.00",
"middle_rate": "0.08",
"upper_rate": "0.22"
}
Assistant
{
"decision": "clarify",
"reason_code": "MISSING_PAYROLL_MONTH",
"clauses": ["R1", "R7"],
"explanation": "The payroll record supplies gross_pay and allowed_deduction but no payroll_month, so the applicable reference row cannot be selected. Please provide the payroll month in YYYY-MM format (a 2026 month)."
}
Reasoning
The payroll record lacks a payroll_month. Per R7 step 2, missing payroll_month → clarify with MISSING_PAYROLL_MONTH, citing R1 and R7. The record has gross_pay present, so step 1 passes. Step 2 fails. Return clarify.
Rollout #3 100.0% passed · 2 tool calls · 9.2s · $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": "f46dc79c607d7411-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="f46dc79c607d7411-payroll")Reasoning
Read the payroll document.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "6072.36", "allowed_deduction": "307.83"}
}
Assistant
{
"decision": "clarify",
"reason_code": "MISSING_PAYROLL_MONTH",
"clauses": ["R1", "R7"],
"explanation": "The payroll record supplies gross_pay and allowed_deduction but omits the required payroll_month, so no reference row can be selected and no payslip can be calculated. Please provide the payroll month in YYYY-MM format (a 2026 month)."
}
Reasoning
The record only has gross_pay and allowed_deduction. No payroll_month! Wait, let me check. The record: gross_pay "6072.36", allowed_deduction "307.83". No payroll_month.
Hmm, but maybe there's a payroll_month elsewhere. Let me re-read. The record has kind payroll, record {gross_pay, allowed_deduction}. No payroll_month.
Wait, R1 says gross_pay and payroll_month are required. Missing payroll_month → clarify MISSING_PAYROLL_MONTH.
But wait, maybe the month is embedded somewhere else. Let me check if there are other documents. Only one document. Hmm.
Actually let me reconsider — maybe the payroll_month is provided but I need to look more carefully. The document shows only gross_pay and allowed_deduction. So payroll_month is missing.
But hold on, the task says "Process this monthly payroll record". Maybe the month is in the case inputs somewhere. Let me re-check list_documents — only one doc. So no month.
Hmm, but that seems too trivial. Let me double check by reading again — maybe there's more. The output is complete JSON. So payroll_month is indeed missing.
Wait, but actually maybe the reference lookup is needed. But without a month we can't select a row. Per R7 order: 1. missing gross_pay (not missing). 2. missing payroll_month → clarify MISSING_PAYROLL_MONTH citing R1 and R7.
Hmm, but let me reconsider. Perhaps the month is given implicitly? No.
Actually, wait. Let me reconsider whether there might be additional fields. The read_document returned exactly that. So payroll_month is missing.
Hmm, but this is a gym task; maybe the month is in a separate document. Only one document though. Let me re-list to be sure. It returned one document.
So the answer: decision clarify, reason_code MISSING_PAYROLL_MONTH, clauses ["R1","R7"], with explanation.
But wait — the required answer fields for clarify: decision, reason_code, clauses. Plus optional explanation.
Let me reconsider: is there any chance the payroll_month is stored as part of the document id? No.
Actually, let me reconsider more carefully. The prompt says "Process this monthly payroll record." Perhaps the record genuinely lacks a month, testing R7.2. But let me double-check the document again, maybe there's a nested structure I'm missing.
The record: {"kind": "payroll", "record": {"gross_pay": "6072.36", "allowed_deduction": "307.83"}}. That's it.
So yes, missing payroll_month.
Hmm, but wait. Let me reconsider whether the task wants me to also check the reference. Without a month, we can't. So MISSING_PAYROLL_MONTH.
Actually, hold on. Let me reconsider the ordering. R7 step 2 is missing payroll_month. But is payroll_month truly required and missing? Yes.
So answer: clarify, MISSING_PAYROLL_MONTH, R1 and R7.
Hmm, but this seems odd for a task that gives gross_pay. Let me re-read the document carefully... The JSON shows only those two fields. I'll go with MISSING_PAYROLL_MONTH.
Wait, but actually — maybe I should double check there isn't a separate "case inputs" doc. list_documents returned a single element. So no.
Let me produce the answer. But before that, should I verify there's no month by checking? I've read the doc fully.
Actually, let me reconsider: The instructions say "Retrieve the case inputs with list_documents and read_document." Done. "Reference rows are available only through lookup_reference." We don't need it since month is missing.
Hmm, but maybe I should reconsider: could the payroll_month be omitted but the task still expects calculation using some default? No, R7 explicitly says missing payroll_month → clarify.
Final 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 write: "The payroll record does not include a payroll_month, which is required to select the applicable reference row. Please provide the payroll month in YYYY-MM format (2026)."
Good.