Luma Payroll Gym
← Heatmap / DeepSeek V4.1 Flash · Task 57
DeepSeek V4.1 Flash · Tool use · Task 57 (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 · 5.1s · $0.0008
ComponentScoreClauses
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": "1da1cc4780ca4865-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="1da1cc4780ca4865-payroll")
Reasoning
Let me read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "3362.67", "allowed_deduction": "72.10"}
}
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, which is required to select the applicable reference row. Please provide the payroll month in YYYY-MM format (a 2026 month covered by a reference row)."
}
Reasoning
The payroll record lacks payroll_month. Wait, R1 says gross_pay and payroll_month are required. The record has gross_pay and allowed_deduction but no payroll_month. So missing payroll_month → clarify MISSING_PAYROLL_MONTH.

Let me check the order: 1. Missing gross_pay → not missing. 2. Missing payroll_month → yes missing. Return clarify citing R1 and R7.

Wait, but maybe there's a reference table? Let me double check documents. Only one document. So payroll_month is missing.

Actually, let me reconsider. Maybe the month is elsewhere. The record only has gross_pay and allowed_deduction. So missing payroll_month.

Return decision clarify, reason_code MISSING_PAYROLL_MONTH, clauses R1, R7, and explanation.
Rollout #2 100.0% passed · 4 tool calls · 8.6s · $0.0017
ComponentScoreClauses
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": "1da1cc4780ca4865-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="1da1cc4780ca4865-payroll")
Reasoning
Read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "3362.67", "allowed_deduction": "72.10"}
}
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, payroll_month is required. But the record doesn't include it. Hmm. Let me check — the record only has gross_pay and allowed_deduction. So payroll_month is missing → R7 case 2: MISSING_PAYROLL_MONTH.

Wait, but maybe payroll_month is elsewhere. Let me check if there are other documents. Only one document. So payroll_month is missing.

Actually wait, let me re-read. The record: {"gross_pay": "3362.67", "allowed_deduction": "72.10"}. No payroll_month. So missing payroll_month → clarify, reason_code MISSING_PAYROLL_MONTH, citing R1 and R7.

But hold on — maybe the payroll_month is supplied elsewhere, like in the task prompt? The prompt says "Process this monthly payroll record". The record doesn't have payroll_month. Hmm.

Let me double check by re-reading. The document is a payroll record with gross_pay and allowed_deduction only. There's no payroll_month field.

Hmm, but maybe I should look more carefully. Actually the rule says payroll_month required. Since it's absent, we clarify.

But wait — should I check the reference tables? The month is needed to select the row. Without month, we can't. R7 order: 1. missing gross_pay (present), 2. missing payroll_month (missing) → clarify MISSING_PAYROLL_MONTH.

So answer: decision clarify, reason_code MISSING_PAYROLL_MONTH, clauses [R1, R7], explanation.

Let me make sure there isn't another document or the month hidden. list_documents returned only one. So yes.

Actually, let me reconsider: maybe I should double-check whether there might be a payroll_month embedded. No.

So answer.
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.08",
  "cap": "5000.00",
  "deduction": "400.00",
  "free": "1000.00",
  "upper": "3300.00",
  "middle_rate": "0.12",
  "upper_rate": "0.22"
}
Tool
{
  "reference": "second-half",
  "months": ["2026-07", "2026-12"],
  "rate": "0.08",
  "cap": "3500.00",
  "deduction": "400.00",
  "free": "900.00",
  "upper": "3300.00",
  "middle_rate": "0.10",
  "upper_rate": "0.22"
}
Assistant
{
  "decision": "clarify",
  "reason_code": "MISSING_PAYROLL_MONTH",
  "clauses": ["R1", "R7"],
  "explanation": "The payroll record supplies gross_pay (3362.67) and allowed_deduction (72.10) but no payroll_month, which is required under R1 and must be used to select the applicable reference row. Please provide the payroll month in YYYY-MM format (a 2026 month covered by a reference row) so the payroll can be calculated."
}
Reasoning
The payroll record lacks a payroll_month. Per R7 step 2, missing payroll_month → clarify with MISSING_PAYROLL_MONTH.

The record has gross_pay present, so step 1 passes. Step 2 fails.

Answer JSON:
{
  "decision": "clarify",
  "reason_code": "MISSING_PAYROLL_MONTH",
  "clauses": ["R1", "R7"],
  "explanation": "..."
}

The explanation should name the unresolved blocker and ask for its resolution.
Rollout #3 100.0% passed · 4 tool calls · 6.2s · $0.0012
ComponentScoreClauses
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": "1da1cc4780ca4865-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="1da1cc4780ca4865-payroll")

Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "3362.67", "allowed_deduction": "72.10"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")
Reasoning
The payroll record has gross_pay and allowed_deduction, but no payroll_month. Let me check the document more carefully. It only contains gross_pay and allowed_deduction. There's no payroll_month field.

Wait, missing payroll_month → clarify with MISSING_PAYROLL_MONTH. But let me check if there are other documents. list_documents returned only one document.

Hmm, but maybe the record is missing payroll_month. Let me re-read. The record: {"gross_pay": "3362.67", "allowed_deduction": "72.10"}. No payroll_month. So R7 step 2: Missing payroll_month → clarify, reason_code MISSING_PAYROLL_MONTH, citing R1 and R7.

But wait, should I check for a reference table? The month is required. Since it's missing, we clarify.

Actually let me double check there's no other document. Only one. So indeed payroll_month is missing.

Let me verify: R7 order: 1. missing gross_pay - present. 2. missing payroll_month - missing → clarify MISSING_PAYROLL_MONTH.

So answer: decision clarify, reason_code MISSING_PAYROLL_MONTH, clauses [R1, R7], explanation.

Do I need to call lookup_reference? Not necessary since month is missing. But let me be careful - maybe the month is embedded somewhere. Let me re-read the document. It's just kind payroll with record. No month.

So final answer.
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.08",
  "cap": "5000.00",
  "deduction": "400.00",
  "free": "1000.00",
  "upper": "3300.00",
  "middle_rate": "0.12",
  "upper_rate": "0.22"
}
Tool
{
  "reference": "second-half",
  "months": ["2026-07", "2026-12"],
  "rate": "0.08",
  "cap": "3500.00",
  "deduction": "400.00",
  "free": "900.00",
  "upper": "3300.00",
  "middle_rate": "0.10",
  "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. Provide the payroll month in YYYY-MM (a 2026 month) to resolve this blocker."
}
Reasoning
The payroll record has no payroll_month. So we cannot select a reference row. R7 step 2: missing payroll_month → clarify MISSING_PAYROLL_MONTH.

Return JSON.