Luma Payroll Gym
← Heatmap / DeepSeek V4.1 Flash · Task 106
DeepSeek V4.1 Flash · Tool use · Task 106 (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 · 3.9s · $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": "b256826a42768acd-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="b256826a42768acd-payroll")
Reasoning
Read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"payroll_month": "2026-04"}
}
Assistant
{
  "decision": "clarify",
  "reason_code": "MISSING_GROSS_PAY",
  "clauses": ["R1", "R7"],
  "explanation": "The payroll record supplies payroll_month 2026-04 but no gross_pay (and no value can be inferred from a contract or amendment), so payroll cannot be calculated. Please provide the employee's gross_pay for 2026-04."
}
Reasoning
The record only has payroll_month. Missing gross_pay. So R7 step 1: Missing gross_pay → clarify MISSING_GROSS_PAY, citing R1 and R7.

Wait, but let me double-check whether there's more. The record is {"payroll_month": "2026-04"}. No gross_pay. So missing gross_pay.

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

Let me confirm no other documents. Only one. So answer.

Should I look up reference? Not needed since missing gross pay comes first. But rules say check order: missing gross_pay first. So clarify.

Answer fields for clarify: decision, reason_code, clauses. Optional explanation.
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": "b256826a42768acd-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="b256826a42768acd-payroll")
Reasoning
Read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"payroll_month": "2026-04"}
}
Assistant
{
  "decision": "clarify",
  "reason_code": "MISSING_GROSS_PAY",
  "clauses": ["R1", "R7"],
  "explanation": "The payroll record supplies payroll_month 2026-04 but no gross_pay (required by R1). Without gross pay the payroll cannot be calculated, so please provide the employee's monthly gross_pay in LCR."
}
Reasoning
The record only contains payroll_month "2026-04". No gross_pay. Per R7, missing gross_pay → clarify MISSING_GROSS_PAY citing R1 and R7.

Wait, check required order: 1. Missing gross_pay → clarify. Yes, gross_pay is missing.

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

Do we need to check reference? Not needed. But let me just confirm there's no other document. Only one document. So gross_pay missing.

Answer JSON: decision clarify, reason_code MISSING_GROSS_PAY, clauses ["R1","R7"], explanation.
Rollout #3 100.0% passed · 4 tool calls · 10.7s · $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": "b256826a42768acd-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="b256826a42768acd-payroll")
Reasoning
Let me read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"payroll_month": "2026-04"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")
Reasoning
The payroll record only has payroll_month: 2026-04. No gross_pay. So missing gross_pay → reason_code MISSING_GROSS_PAY, citing R1 and R7.

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

But let me also check reference tables? Not needed since gross_pay missing. But let me confirm there's no other document. Only one document. So gross_pay is missing.

Return decision clarify, reason_code MISSING_GROSS_PAY, clauses R1, R7, plus explanation.
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.07",
  "cap": "5000.00",
  "deduction": "400.00",
  "free": "1200.00",
  "upper": "2800.00",
  "middle_rate": "0.12",
  "upper_rate": "0.18"
}
Tool
{
  "reference": "second-half",
  "months": ["2026-07", "2026-12"],
  "rate": "0.06",
  "cap": "3500.00",
  "deduction": "400.00",
  "free": "1100.00",
  "upper": "3600.00",
  "middle_rate": "0.12",
  "upper_rate": "0.22"
}
Assistant
{
  "decision": "clarify",
  "reason_code": "MISSING_GROSS_PAY",
  "clauses": ["R1", "R7"],
  "explanation": "The payroll record for 2026-04 does not include a gross_pay value (it is absent, not a substitute zero). R7 requires clarification before calculation when the required gross_pay is missing, so no payslip can be computed. Please provide the employee's monthly gross pay in LCR."
}
Reasoning
The payroll record is missing gross_pay. Under R7 step 1, missing gross_pay → clarify MISSING_GROSS_PAY, citing R1 and R7.

Return JSON.