Luma Payroll Gym
← Heatmap / Gemini 3.1 Flash Lite · Task 93
Gemini 3.1 Flash Lite · Single-turn · Task 93 (Traps, conflicting pay (draft amendment)) Mean 98.9%
Field Expected Rollout #1 (100%) Rollout #2 (97%) Rollout #3 (100%)
decision clarify clarify clarify clarify
reason code CONFLICTING_GROSS_PAY CONFLICTING_GROSS_PAY CONFLICTING_GROSS_PAY CONFLICTING_GROSS_PAY
clauses R7 R9 R7 R9 R7 R9 R7 R9
Prompt
Process this monthly payroll record under the supplied rulebook. Return the R6 or R7 JSON answer.
Source documents: {"dda2224f461b6dac-payroll": {"kind": "payroll", "record": {"gross_pay": "3418.55", "payroll_month": "2026-10", "allowed_deduction": "361.73"}}, "dda2224f461b6dac-contract": {"kind": "contract", "gross_pay": "3518.55"}, "dda2224f461b6dac-amendment": {"kind": "amendment", "gross_pay": "3418.55", "effective_month": "2026-10", "approved": false}}
Authoritative case reference schedule: {"first-half": {"rate": "0.05", "cap": "4000.00", "deduction": "400.00", "free": "1100.00", "upper": "3000.00", "middle_rate": "0.14", "upper_rate": "0.18"}, "second-half": {"rate": "0.04", "cap": "4000.00", "deduction": "400.00", "free": "1100.00", "upper": "2800.00", "middle_rate": "0.14", "upper_rate": "0.22"}}
Rollouts
Rollout #1 100.0% passed · 4.6s · $0.0008
ComponentScoreClauses
decision 100.0% R7 R9
exact 100.0% R7 R9
field accuracy 100.0% R7 R9
citations 100.0% R7 R9
explanation 100.0% R7 R9
Assistant
{
  "decision": "clarify",
  "reason_code": "CONFLICTING_GROSS_PAY",
  "clauses": ["R7", "R9"],
  "explanation": "The provided payroll record gross_pay does not match the contract_gross_pay, and the provided amendment is not approved. Please resolve this conflict."
}
Rollout #2 96.7% passed · 3.6s · $0.0008
ComponentScoreClauses
decision 100.0% R7 R9
exact 100.0% R7 R9
field accuracy 100.0% R7 R9
citations 100.0% R7 R9
explanation 66.7% R7 R9
Assistant
{
  "decision": "clarify",
  "reason_code": "CONFLICTING_GROSS_PAY",
  "clauses": ["R7", "R9"],
  "explanation": "The provided payroll gross pay conflicts with the contract gross pay, and the amendment is not approved, leaving the conflict unresolved."
}
Rollout #3 100.0% passed · 2.6s · $0.0008
ComponentScoreClauses
decision 100.0% R7 R9
exact 100.0% R7 R9
field accuracy 100.0% R7 R9
citations 100.0% R7 R9
explanation 100.0% R7 R9
Assistant
{
  "decision": "clarify",
  "reason_code": "CONFLICTING_GROSS_PAY",
  "clauses": ["R7", "R9"],
  "explanation": "The provided payroll record gross_pay does not match the contract_gross_pay, and the associated amendment is not approved. Please resolve this conflict."
}