Luma Payroll Gym
← Heatmap / DeepSeek V4.1 Flash · Task 13
DeepSeek V4.1 Flash · Tool use · Task 13 (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 · 3 tool calls · 5.6s · $0.0010
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": "6232153c41519a05-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="6232153c41519a05-payroll")
Reasoning
Let me read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"payroll_month": "2026-02"}
}
Assistant
read_document(document_id="6232153c41519a05-payroll")
Reasoning
The payroll record only has payroll_month. No gross_pay. Let me check for contract_gross_pay, amendment, etc. The record only has payroll_month. So missing gross_pay → clarify MISSING_GROSS_PAY.

Wait, but maybe there's more. The record is {"payroll_month": "2026-02"}. No gross_pay. So according to R7 order: 1. Missing gross_pay → clarify MISSING_GROSS_PAY citing R1 and R7.

Let me double-check there aren't other documents. Only one document. So gross_pay is missing.

Return decision clarify, reason_code MISSING_GROSS_PAY, clauses R1, R7.
Tool
{
  "kind": "payroll",
  "record": {"payroll_month": "2026-02"}
}
Assistant
{
  "decision": "clarify",
  "reason_code": "MISSING_GROSS_PAY",
  "clauses": ["R1", "R7"],
  "explanation": "The payroll record supplies payroll_month 2026-02 but no gross_pay (and no contract or amendment from which to derive it). Gross pay is required under R1, so the missing value must be provided before payroll can be calculated."
}
Reasoning
The record has only payroll_month. No gross_pay, no contract_gross_pay, no amendment. So the first check fails: Missing gross_pay.

Return clarify with MISSING_GROSS_PAY, citing R1 and R7.
Rollout #2 100.0% passed · 4 tool calls · 4.6s · $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()lookup_reference(reference="first-half")lookup_reference(reference="second-half")
Reasoning
Let me start by listing documents and looking up reference tables.
Tool
[
  {"id": "6232153c41519a05-payroll", "kind": "payroll"}
]
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.04",
  "cap": "5000.00",
  "deduction": "400.00",
  "free": "1200.00",
  "upper": "3300.00",
  "middle_rate": "0.10",
  "upper_rate": "0.22"
}
Tool
{
  "reference": "second-half",
  "months": ["2026-07", "2026-12"],
  "rate": "0.07",
  "cap": "4500.00",
  "deduction": "400.00",
  "free": "1000.00",
  "upper": "3000.00",
  "middle_rate": "0.14",
  "upper_rate": "0.20"
}
Assistant
read_document(document_id="6232153c41519a05-payroll")

Tool
{
  "kind": "payroll",
  "record": {"payroll_month": "2026-02"}
}
Assistant
{
  "decision": "clarify",
  "reason_code": "MISSING_GROSS_PAY",
  "clauses": ["R1", "R7"],
  "explanation": "The payroll record supplies payroll_month 2026-02 but no gross_pay (and no contract_gross_pay or amendment from which to derive one). Please provide the employee's monthly gross pay so the payroll can be calculated."
}
Reasoning
The record only has payroll_month, no gross_pay. So missing gross_pay → clarify MISSING_GROSS_PAY.

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

Cite R1 and R7.
Rollout #3 100.0% passed · 3 tool calls · 6.5s · $0.0010
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": "6232153c41519a05-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="6232153c41519a05-payroll")
Reasoning
Read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"payroll_month": "2026-02"}
}
Assistant
lookup_reference(reference="first-half")
Reasoning
The payroll record only has payroll_month, no gross_pay. So missing gross_pay → clarify MISSING_GROSS_PAY citing R1 and R7.

Wait, let me check. The record is {"payroll_month": "2026-02"}. No gross_pay. So R7 step 1: Missing gross_pay → clarify, reason_code MISSING_GROSS_PAY, citing R1 and R7.

Let me double-check there are no other documents. Only one document listed. So yes.

Return JSON with decision, reason_code, clauses, and optional explanation.
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.04",
  "cap": "5000.00",
  "deduction": "400.00",
  "free": "1200.00",
  "upper": "3300.00",
  "middle_rate": "0.10",
  "upper_rate": "0.22"
}
Assistant
{
  "decision": "clarify",
  "reason_code": "MISSING_GROSS_PAY",
  "clauses": ["R1", "R7"],
  "explanation": "The payroll record for 2026-02 does not include a gross_pay value (explicit null or absent counts as missing). Gross pay is required before any calculation, so please supply the employee's monthly gross pay in LCR."
}
Reasoning
The record lacks gross_pay. So clarification.

But wait — maybe gross_pay is elsewhere? The record only shows payroll_month. Let me confirm there's no other document. list_documents returned only one. So missing gross_pay.

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