Luma Payroll Gym
← Heatmap / DeepSeek V4.1 Flash · Task 46
DeepSeek V4.1 Flash · Tool use · Task 46 (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 · 4.1s · $0.0006
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": "5d0252eecded84f4-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="5d0252eecded84f4-payroll")
Reasoning
Read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"payroll_month": "2026-05", "allowed_deduction": "233.79"}
}
Assistant
{
  "decision": "clarify",
  "reason_code": "MISSING_GROSS_PAY",
  "clauses": ["R1", "R7"],
  "explanation": "The payroll record has no gross_pay value (it is absent, not zero), so the monthly payroll cannot be calculated. Please provide the employee's gross_pay for 2026-05."
}
Reasoning
The record lacks gross_pay. Missing gross_pay → clarify with MISSING_GROSS_PAY, citing R1 and R7.

Check order: 1. Missing gross_pay → return clarify MISSING_GROSS_PAY. Yes.

So answer: decision clarify, reason_code MISSING_GROSS_PAY, clauses R1, R7. Plus short explanation naming the unresolved blocker.

No monetary fields.
Rollout #2 100.0% passed · 2 tool calls · 6.9s · $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": "5d0252eecded84f4-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="5d0252eecded84f4-payroll")
Reasoning
Read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"payroll_month": "2026-05", "allowed_deduction": "233.79"}
}
Assistant
{
  "decision": "clarify",
  "reason_code": "MISSING_GROSS_PAY",
  "clauses": ["R1", "R7"],
  "explanation": "The payroll record for 2026-05 provides payroll_month and allowed_deduction but no gross_pay (and no contract_gross_pay or amendment). Gross pay is required before any calculation, so please supply the employee's monthly gross pay."
}
Reasoning
The payroll record has payroll_month 2026-05, allowed_deduction 233.79. But no gross_pay. Missing gross_pay → R7 case 1: MISSING_GROSS_PAY, citing R1 and R7.

Wait, let me check. The record doesn't include gross_pay. So missing gross_pay → clarify.

Let me double check there are no other documents. Only one document. So gross_pay is missing.

Answer: decision clarify, reason_code MISSING_GROSS_PAY, clauses R1, R7, explanation.

Let me make sure about the order: missing gross_pay is checked first. Yes.

Return JSON with decision, reason_code, clauses, and optional explanation.
Rollout #3 100.0% passed · 2 tool calls · 4.1s · $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": "5d0252eecded84f4-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="5d0252eecded84f4-payroll")
Reasoning
Read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"payroll_month": "2026-05", "allowed_deduction": "233.79"}
}
Assistant
{
  "decision": "clarify",
  "reason_code": "MISSING_GROSS_PAY",
  "clauses": ["R1", "R7"],
  "explanation": "The payroll record supplies payroll_month and allowed_deduction but no gross_pay. Per R7 step 1, a missing required gross_pay must be clarified before any calculation; please provide the employee's gross_pay for 2026-05."
}
Reasoning
The record has payroll_month "2026-05" but no gross_pay. Missing gross_pay → clarify MISSING_GROSS_PAY citing R1 and R7.

Wait, let me check: record has payroll_month and allowed_deduction, but no gross_pay. So missing gross_pay is checked first. Return clarify with reason_code MISSING_GROSS_PAY, citing R1 and R7.

Let me double-check there are no other documents. Only one payroll document. So gross_pay is missing.

Return decision clarify, reason_code MISSING_GROSS_PAY, clauses ["R1","R7"], explanation.