Luma Payroll Gym
← Heatmap / Gemini 3.1 Flash Lite · Task 32
Gemini 3.1 Flash Lite · Single-turn · Task 32 (Traps, month not covered) Mean 94.4%
Field Expected Rollout #1 (97%) Rollout #2 (97%) Rollout #3 (90%)
decision clarify clarify clarify clarify
reason code NO_APPLICABLE_REFERENCE NO_APPLICABLE_REFERENCE NO_APPLICABLE_REFERENCE NO_APPLICABLE_REFERENCE
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: {"efa5f8e964c98c5c-payroll": {"kind": "payroll", "record": {"gross_pay": "7777.07", "payroll_month": "2025-08", "allowed_deduction": "12.47"}}}
Authoritative case reference schedule: {"first-half": {"rate": "0.07", "cap": "4000.00", "deduction": "400.00", "free": "1200.00", "upper": "3300.00", "middle_rate": "0.08", "upper_rate": "0.24"}, "second-half": {"rate": "0.05", "cap": "3500.00", "deduction": "400.00", "free": "1000.00", "upper": "3600.00", "middle_rate": "0.08", "upper_rate": "0.18"}}
Rollouts
Rollout #1 96.7% passed · 4.3s · $0.0009
ComponentScoreClauses
decision 100.0% R1 R7
exact 100.0% R1 R7
field accuracy 100.0% R1 R7
citations 100.0% R1 R7
explanation 66.7% R1 R7
Assistant
{
  "decision": "clarify",
  "reason_code": "NO_APPLICABLE_REFERENCE",
  "clauses": ["R1", "R7"],
  "explanation": "The payroll month 2025-08 falls outside the 2026 range defined in the payroll rules."
}
Rollout #2 96.7% passed · 7.2s · $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 66.7% R1 R7
Assistant
{
  "decision": "clarify",
  "reason_code": "NO_APPLICABLE_REFERENCE",
  "clauses": ["R1", "R7"],
  "explanation": "The payroll month 2025-08 is outside the covered range of 2026 defined in R1."
}
Rollout #3 90.0% explanation · 11.3s · $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 0.0% R1 R7
Assistant
{
  "decision": "clarify",
  "reason_code": "NO_APPLICABLE_REFERENCE",
  "clauses": ["R1", "R7"],
  "explanation": "The payroll month 2025-08 is outside the valid range of 2026 defined in the payroll rules."
}