Luma Payroll Gym
← Heatmap / DeepSeek V4.1 Flash · Task 79
DeepSeek V4.1 Flash · Tool use · Task 79 (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 · 5.6s · $0.0009
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": "3306732e853a7389-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="3306732e853a7389-payroll")
Reasoning
Let me read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "2524.56", "allowed_deduction": "208.50"}
}
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. Please supply the payroll month in YYYY-MM format (a 2026 month) to resolve this blocker."
}
Reasoning
The record has gross_pay and allowed_deduction but no payroll_month. Wait, let me check again - the record is {"gross_pay": "2524.56", "allowed_deduction": "208.50"}. No payroll_month.

Hmm, so payroll_month is missing. According to R7:
1. Missing gross_pay → MISSING_GROSS_PAY
2. Missing payroll_month → MISSING_PAYROLL_MONTH

gross_pay is present. payroll_month is missing. So return clarify with MISSING_PAYROLL_MONTH.

Wait, but let me double check. Maybe there are other documents. list_documents returned only one. Let me re-read to be sure the record doesn't contain payroll_month. It shows only gross_pay and allowed_deduction.

So the answer: decision clarify, reason_code MISSING_PAYROLL_MONTH, citing R1 and R7.

Let me confirm there's no contract_gross_pay or amendment. Not present.

So the answer is clarification. Let me produce JSON.

Fields: decision, reason_code, clauses, and optional explanation.

explanation: naming the unresolved blocker and asking for its resolution.
Rollout #2 100.0% passed · 4 tool calls · 7.2s · $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": "3306732e853a7389-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="3306732e853a7389-payroll")
Reasoning
Read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "2524.56", "allowed_deduction": "208.50"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")
Reasoning
The payroll record has gross_pay "2524.56" and allowed_deduction "208.50". But wait, there's no payroll_month! Let me re-read. The record: {"gross_pay": "2524.56", "allowed_deduction": "208.50"}. No payroll_month.

Hmm, but maybe there's a reference schedule via lookup_reference that includes effective months. But R1 says payroll_month is required. Missing payroll_month → R7 reason_code MISSING_PAYROLL_MONTH.

Wait, but I should check the order: 1. Missing gross_pay → no, gross_pay present. 2. Missing payroll_month → yes, payroll_month is missing. Return clarify MISSING_PAYROLL_MONTH citing R1 and R7.

But let me double-check the document - maybe there are more fields. The record only has gross_pay and allowed_deduction. So payroll_month is missing.

Let me verify by checking lookup_reference too, but it's not needed. Actually the rule says missing payroll_month → clarify.

Wait, but let me reconsider. The task says "Retrieve the case inputs with list_documents and read_document. Reference rows are available only through lookup_reference." So maybe I should look at the reference tables to see effective months, but the payroll_month is required regardless.

Actually, let me re-read carefully. The record doesn't include payroll_month. So it's missing. Return clarify with MISSING_PAYROLL_MONTH.

Hmm, but wait — maybe the reference lookup provides the month? No, reference rows are keyed by month. The payroll month must come from the record.

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

Let me double check there's no other document or hidden month. The list shows only one document. Let me re-read the record: gross_pay and allowed_deduction only. Yes, payroll_month missing.

So final answer. Include explanation naming the unresolved blocker.

Let me be careful: R7 order: 1 missing gross_pay, 2 missing payroll_month. Gross pay present, so step 2 applies.

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

The explanation should name the unresolved blocker and ask for resolution.
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.06",
  "cap": "5000.00",
  "deduction": "400.00",
  "free": "1200.00",
  "upper": "3600.00",
  "middle_rate": "0.12",
  "upper_rate": "0.18"
}
Tool
{
  "reference": "second-half",
  "months": ["2026-07", "2026-12"],
  "rate": "0.08",
  "cap": "3500.00",
  "deduction": "400.00",
  "free": "1100.00",
  "upper": "3000.00",
  "middle_rate": "0.14",
  "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 no reference row can be selected and no payslip can be produced. Please provide the payroll month in YYYY-MM format (2026 only) to resolve this blocker."
}
Reasoning
The payroll record lacks a payroll_month, so we cannot select a reference row. Per R7 step 2, missing payroll_month → clarify MISSING_PAYROLL_MONTH.

Check order: gross_pay present (2524.56). payroll_month missing → clarify.
Rollout #3 100.0% passed · 4 tool calls · 4.7s · $0.0011
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": "3306732e853a7389-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="3306732e853a7389-payroll")
Reasoning
Read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "2524.56", "allowed_deduction": "208.50"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")
Reasoning
The record has gross_pay and allowed_deduction, but no payroll_month. Missing payroll_month → R7 step 2: return clarify, reason_code MISSING_PAYROLL_MONTH, citing R1 and R7.

Wait, order: 1. Missing gross_pay. gross_pay present. 2. Missing payroll_month → clarify MISSING_PAYROLL_MONTH citing R1 and R7.

Let me confirm there's no payroll_month field. The record only has gross_pay and allowed_deduction. So yes, missing payroll_month.

Return decision clarify.
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.06",
  "cap": "5000.00",
  "deduction": "400.00",
  "free": "1200.00",
  "upper": "3600.00",
  "middle_rate": "0.12",
  "upper_rate": "0.18"
}
Tool
{
  "reference": "second-half",
  "months": ["2026-07", "2026-12"],
  "rate": "0.08",
  "cap": "3500.00",
  "deduction": "400.00",
  "free": "1100.00",
  "upper": "3000.00",
  "middle_rate": "0.14",
  "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, which is required under R1. Without the month I cannot select a reference row, so please provide the payroll month in YYYY-MM format (2026 only)."
}
Reasoning
The record lacks payroll_month. Per R7 step 2, return clarify with MISSING_PAYROLL_MONTH citing R1 and R7.