Luma Payroll Gym
← Heatmap / DeepSeek V4.1 Flash · Task 84
DeepSeek V4.1 Flash · Tool use · Task 84 (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 · 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": "b175dda0c6f8b612-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="b175dda0c6f8b612-payroll")
Reasoning
Read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"payroll_month": "2026-11", "allowed_deduction": "0.00"}
}
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 payroll cannot be calculated. Please provide the employee's monthly gross pay in LCR."
}
Reasoning
The record has payroll_month 2026-11, allowed_deduction 0.00, but no gross_pay. Missing gross_pay → clarify MISSING_GROSS_PAY, citing R1 and R7.

Wait, let me double-check the record. It only has payroll_month and allowed_deduction. gross_pay is missing. So return clarify with MISSING_GROSS_PAY.

Per R7 order: 1. Missing gross_pay → MISSING_GROSS_PAY.

So answer: decision clarify, reason_code MISSING_GROSS_PAY, clauses R1, R7, explanation.
Rollout #2 100.0% passed · 3 tool calls · 8.7s · $0.0012
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": "b175dda0c6f8b612-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="b175dda0c6f8b612-payroll")
Reasoning
Read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"payroll_month": "2026-11", "allowed_deduction": "0.00"}
}
Assistant
lookup_reference(reference="second-half")
Reasoning
The record has payroll_month 2026-11, allowed_deduction 0.00, but no gross_pay. So missing gross_pay → clarify MISSING_GROSS_PAY citing R1 and R7.

Wait, let me double-check there's no contract_gross_pay or amendment. The record only has payroll_month and allowed_deduction. So gross_pay is missing.

R7 order: 1. Missing gross_pay → clarify MISSING_GROSS_PAY, citing R1 and R7.

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

Let me confirm no other documents. Only one document. So gross_pay missing.

The answer fields for clarify: decision, reason_code, clauses. Plus optional explanation.
Tool
{
  "reference": "second-half",
  "months": ["2026-07", "2026-12"],
  "rate": "0.06",
  "cap": "4500.00",
  "deduction": "400.00",
  "free": "1100.00",
  "upper": "2800.00",
  "middle_rate": "0.10",
  "upper_rate": "0.18"
}
Assistant
{
  "decision": "clarify",
  "reason_code": "MISSING_GROSS_PAY",
  "clauses": ["R1", "R7"],
  "explanation": "The payroll record supplies payroll_month 2026-11 and allowed_deduction 0.00, but gross_pay is absent (not provided and not null-valued elsewhere). Under R7 step 1, a missing gross_pay must be clarified before any calculation. Please provide the employee's monthly gross_pay in LCR."
}
Reasoning
The record is missing gross_pay, so we must clarify before anything else. Let me produce the answer.

Actually, let me verify there's no gross_pay anywhere. The record is `{"payroll_month": "2026-11", "allowed_deduction": "0.00"}`. No gross_pay. So MISSING_GROSS_PAY.
Rollout #3 100.0% passed · 4 tool calls · 5.1s · $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()lookup_reference(reference="first-half")lookup_reference(reference="second-half")
Reasoning
Let me start by listing documents and looking up references.
Tool
[
  {"id": "b175dda0c6f8b612-payroll", "kind": "payroll"}
]
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.07",
  "cap": "3500.00",
  "deduction": "400.00",
  "free": "1100.00",
  "upper": "3000.00",
  "middle_rate": "0.10",
  "upper_rate": "0.18"
}
Tool
{
  "reference": "second-half",
  "months": ["2026-07", "2026-12"],
  "rate": "0.06",
  "cap": "4500.00",
  "deduction": "400.00",
  "free": "1100.00",
  "upper": "2800.00",
  "middle_rate": "0.10",
  "upper_rate": "0.18"
}
Assistant
read_document(document_id="b175dda0c6f8b612-payroll")
Reasoning
Now read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"payroll_month": "2026-11", "allowed_deduction": "0.00"}
}
Assistant
{
  "decision": "clarify",
  "reason_code": "MISSING_GROSS_PAY",
  "clauses": ["R1", "R7"],
  "explanation": "The payroll record for 2026-11 does not include a gross_pay value (and no contract_gross_pay or approved amendment supplies one). Missing gross_pay must be clarified under R7 before any calculation. Please provide the employee's gross_pay for the month."
}
Reasoning
The record has payroll_month 2026-11, allowed_deduction 0.00, but no gross_pay field. So missing gross_pay → clarify MISSING_GROSS_PAY.

Wait, let me check. The record: {"payroll_month": "2026-11", "allowed_deduction": "0.00"}. No gross_pay. So R7 step 1: Missing gross_pay → decision clarify, reason_code MISSING_GROSS_PAY, citing R1 and R7.

Let me double-check there's no contract_gross_pay or amendment. The record doesn't include them. So gross_pay is missing.

Return clarify.