Luma Payroll Gym
← Heatmap / DeepSeek V4.1 Flash · Task 56
DeepSeek V4.1 Flash · Tool use · Task 56 (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 · 4 tool calls · 9.7s · $0.0014
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": "2735c93fe2c3ddab-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="2735c93fe2c3ddab-payroll")
Reasoning
Let me read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "3203.76", "allowed_deduction": "359.44"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")
Reasoning
No payroll_month field. Hmm. Let me check. The record has gross_pay and allowed_deduction but no payroll_month. So missing payroll_month → clarify MISSING_PAYROLL_MONTH.

Wait, but let me double check—maybe there's a reference table lookup needed. But payroll_month is missing. Per R7 order: 1. missing gross_pay (present), 2. missing payroll_month → clarify MISSING_PAYROLL_MONTH citing R1 and R7.

But wait, maybe there's more. Let me re-read the document. It only has gross_pay and allowed_deduction. No payroll_month, no contract_gross_pay, no amendment.

So the answer is clarify, MISSING_PAYROLL_MONTH, citing R1 and R7.

Let me verify there aren't other documents. Only one document listed.

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

Include explanation naming the unresolved blocker.
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.08",
  "cap": "5000.00",
  "deduction": "400.00",
  "free": "1200.00",
  "upper": "3000.00",
  "middle_rate": "0.10",
  "upper_rate": "0.18"
}
Tool
{
  "reference": "second-half",
  "months": ["2026-07", "2026-12"],
  "rate": "0.08",
  "cap": "5000.00",
  "deduction": "400.00",
  "free": "1000.00",
  "upper": "2800.00",
  "middle_rate": "0.10",
  "upper_rate": "0.20"
}
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. Please provide the payroll month in YYYY-MM format (2026) to resolve this blocker."
}
Reasoning
The payroll record has no payroll_month. So it's missing. Per R7 step 2, return clarify MISSING_PAYROLL_MONTH.

The reference rows exist but we can't select one without a month. So the answer is clarification.
Rollout #2 100.0% passed · 5 tool calls · 7.1s · $0.0016
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()lookup_reference(reference="first-half")lookup_reference(reference="second-half")
I'll start by retrieving the case documents and reference data.

Tool
[
  {"id": "2735c93fe2c3ddab-payroll", "kind": "payroll"}
]
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.08",
  "cap": "5000.00",
  "deduction": "400.00",
  "free": "1200.00",
  "upper": "3000.00",
  "middle_rate": "0.10",
  "upper_rate": "0.18"
}
Tool
{
  "reference": "second-half",
  "months": ["2026-07", "2026-12"],
  "rate": "0.08",
  "cap": "5000.00",
  "deduction": "400.00",
  "free": "1000.00",
  "upper": "2800.00",
  "middle_rate": "0.10",
  "upper_rate": "0.20"
}
Assistant
read_document(document_id="2735c93fe2c3ddab-payroll")

Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "3203.76", "allowed_deduction": "359.44"}
}
Assistant
calculate(program="x = 1")
Reasoning
The record has gross_pay 3203.76 and allowed_deduction 359.44, but no payroll_month! Wait, let me check. The record: gross_pay, allowed_deduction. No payroll_month. Hmm.

Wait, R1 says gross_pay and payroll_month are required. The record doesn't have payroll_month. So missing payroll_month → clarify MISSING_PAYROLL_MONTH, citing R1 and R7.

Let me double check the document. It only has gross_pay and allowed_deduction. So payroll_month is missing.

So decision clarify, reason_code MISSING_PAYROLL_MONTH, clauses R1, R7.

Wait order: 1. Missing gross_pay - present. 2. Missing payroll_month - missing. So return MISSING_PAYROLL_MONTH.

But hold on—maybe there's a reference_tables schedule in a document? Only one document. Let me check if there are more docs. list_documents returned one. So no.

So answer: clarify MISSING_PAYROLL_MONTH.

Hmm, but wait—could payroll_month be elsewhere? The record is the only source. No.

Also note "Only 2026 is covered." No month given.

Answer with explanation naming unresolved blocker.
Tool
{
  "results": {"x": "1"}
}
Assistant
{
  "decision": "clarify",
  "reason_code": "MISSING_PAYROLL_MONTH",
  "clauses": ["R1", "R7"],
  "explanation": "The payroll record supplies gross_pay (3203.76) and allowed_deduction (359.44) but no 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 covered by a reference row)."
}
Reasoning
No calculation needed. The payroll record lacks payroll_month, so clarification required.

Return JSON.
Rollout #3 100.0% 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": "2735c93fe2c3ddab-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="2735c93fe2c3ddab-payroll")
Reasoning
Read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "3203.76", "allowed_deduction": "359.44"}
}
Assistant
{
  "decision": "clarify",
  "reason_code": "MISSING_PAYROLL_MONTH",
  "clauses": ["R1", "R7"],
  "explanation": "The payroll record does not include a payroll_month, so no reference row can be selected. Please supply the payroll month in YYYY-MM format (2026) to resolve this blocker."
}
Reasoning
The record lacks payroll_month. Wait, let me check. It only has gross_pay and allowed_deduction. No payroll_month. So we need to clarify MISSING_PAYROLL_MONTH.

Wait, but let me double check — maybe there's more. The record shows only gross_pay and allowed_deduction. No payroll_month, no contract_gross_pay, no amendment.

Per R7 order: 1. Missing gross_pay - no, present. 2. Missing payroll_month - yes → clarify MISSING_PAYROLL_MONTH, citing R1 and R7.

Hmm, but wait. Let me reconsider. The task says retrieve case inputs. There's only one document. So payroll_month is missing.

Actually, let me be careful. Maybe the payroll_month is elsewhere. The document only has the record with gross_pay and allowed_deduction. So yes, missing payroll_month.

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

Let me produce JSON.