Luma Payroll Gym
← Heatmap / GPT 5.6 Luna · Task 14
GPT 5.6 Luna* · Single-turn · Task 14 (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.
Source documents: {"e83ea8e208903b54-payroll": {"kind": "payroll", "record": {"payroll_month": "2026-01", "allowed_deduction": "345.85"}}}
Authoritative case reference schedule: {"first-half": {"rate": "0.06", "cap": "5000.00", "deduction": "400.00", "free": "1100.00", "upper": "2800.00", "middle_rate": "0.12", "upper_rate": "0.18"}, "second-half": {"rate": "0.08", "cap": "4500.00", "deduction": "400.00", "free": "900.00", "upper": "3600.00", "middle_rate": "0.10", "upper_rate": "0.22"}}
Rollouts
Rollout #1 100.0% passed · 4.6s · $0.0002
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
{
  "decision": "clarify",
  "reason_code": "MISSING_GROSS_PAY",
  "clauses": ["R1", "R7"],
  "explanation": "Gross pay is missing; provide the employee's gross pay for payroll month 2026-01."
}
Reasoning
**Clarifying gross pay fields**

I realize we need to clarify missing gross pay details, specifically around the fields related to decision reasons and code clauses, where an explanation might be optional. It's important to pinpoint what's blocking progress and to ensure we ask for a resolution. Sticking to JSON format is crucial as well. This will help in maintaining clarity and structure in the information we gather.
Rollout #2 100.0% passed · 3.7s · $0.0002
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
{
  "decision": "clarify",
  "reason_code": "MISSING_GROSS_PAY",
  "clauses": ["R1", "R7"],
  "explanation": "Gross pay is missing. Please provide the employee's gross pay for payroll month 2026-01."
}
Reasoning
**Clarifying gross pay needs**

I need to figure out the missing gross pay for the current month. First, I should clarify which exact fields I'm looking for. I also need a brief explanation that names the blocker and asks for a resolution. The relevant clauses appear to be R1 and R7. It seems like I should focus on getting this tidied up into a JSON format only. That way, it's clear and concise for the next steps.
Rollout #3 100.0% passed · 3.9s · $0.0002
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
{
  "decision": "clarify",
  "reason_code": "MISSING_GROSS_PAY",
  "clauses": ["R1", "R7"],
  "explanation": "Gross pay is missing. Please provide the employee's gross pay for payroll month 2026-01."
}
Reasoning
**Clarifying missing information**

I need to address the missing gross amount for the payroll month in the R7 order. It seems I need to clarify the exact JSON fields required. I should also refer to the relevant clauses from R1 and R7 for context. While an explanation is optional, it might be helpful to have a brief naming resolution for any blockers I'm encountering. This should keep everything clear and organized!