Luma Payroll Gym
← Heatmap / DeepSeek V4.1 Flash · Task 48
DeepSeek V4.1 Flash · Tool use · Task 48 (Traps, missing gross pay) Mean 100.0%
Field Expected Rollout #1 (100%) Rollout #2 (100%) Rollout #3 (100%)
decision clarify clarify clarify clarify
reason code MISSING_GROSS_PAY MISSING_GROSS_PAY MISSING_GROSS_PAY MISSING_GROSS_PAY
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 · 6.1s · $0.0007
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": "5e2ce3610eaf2eaa-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="5e2ce3610eaf2eaa-payroll")
Reasoning
Read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"payroll_month": "2026-09"}
}
Assistant
{
  "decision": "clarify",
  "reason_code": "MISSING_GROSS_PAY",
  "clauses": ["R1", "R7"],
  "explanation": "The payroll record supplies payroll_month 2026-09 but no gross_pay value (and no explicit null placeholder). Gross pay is required under R1, so R7 step 1 requires clarification before any calculation. Please provide the employee's monthly gross_pay for 2026-09."
}
Reasoning
The record only has payroll_month 2026-09, no gross_pay. So missing gross_pay → clarify MISSING_GROSS_PAY, citing R1 and R7.

Wait, check: gross_pay is required. The record has only payroll_month. So missing gross_pay. Return clarify.

But should I check other things? Order: 1. Missing gross_pay → clarify. So that's it.

Let me double check there's no other document. Only one document. So answer.
Rollout #2 100.0% passed · 2 tool calls · 5.1s · $0.0007
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": "5e2ce3610eaf2eaa-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="5e2ce3610eaf2eaa-payroll")
Reasoning
Read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"payroll_month": "2026-09"}
}
Assistant
{
  "decision": "clarify",
  "reason_code": "MISSING_GROSS_PAY",
  "clauses": ["R1", "R7"],
  "explanation": "The payroll record supplies payroll_month 2026-09 but no gross_pay (and no value is present to infer it from). Because gross_pay is a required input and is missing, calculation is blocked; please provide the monthly gross pay in LCR so the payroll can be computed."
}
Reasoning
The record only has payroll_month "2026-09". No gross_pay. So missing gross_pay → clarify MISSING_GROSS_PAY.

Wait, check required inputs order: 1. Missing gross_pay → clarify MISSING_GROSS_PAY. Yes.

Let me double-check there's no other document. Only one document. So gross_pay missing.

Return decision clarify, reason_code MISSING_GROSS_PAY, clauses R1 and R7. Include explanation.

The record has payroll_month 2026-09 which is in 2026, but gross_pay missing. So missing gross_pay takes precedence.

Answer JSON.
Rollout #3 100.0% passed · 3 tool calls · 6.1s · $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": "5e2ce3610eaf2eaa-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="5e2ce3610eaf2eaa-payroll")
Reasoning
Read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"payroll_month": "2026-09"}
}
Assistant
lookup_reference(reference="second-half")
Reasoning
The record only has payroll_month, no gross_pay. So missing gross_pay → clarify MISSING_GROSS_PAY, citing R1 and R7.

Wait, check order: 1. Missing gross_pay. Yes gross_pay is missing. So return clarify.

Let me confirm there's no contract_gross_pay or amendment. The record only shows payroll_month. So gross_pay missing.
Tool
{
  "reference": "second-half",
  "months": ["2026-07", "2026-12"],
  "rate": "0.04",
  "cap": "4500.00",
  "deduction": "400.00",
  "free": "1200.00",
  "upper": "3300.00",
  "middle_rate": "0.12",
  "upper_rate": "0.24"
}
Assistant
{
  "decision": "clarify",
  "reason_code": "MISSING_GROSS_PAY",
  "clauses": ["R1", "R7"],
  "explanation": "The payroll record provides payroll_month 2026-09 but no gross_pay (required under R1). Provide the monthly gross pay amount so the payslip can be calculated."
}
Reasoning
The record is missing gross_pay, which is the first clarification check. So the answer is clarify with MISSING_GROSS_PAY.

The order: 1. Missing gross_pay → clarify MISSING_GROSS_PAY citing R1 and R7. This takes precedence even though month is present and covered.

Return JSON.