Luma Payroll Gym
← Heatmap / Gemini 3.1 Flash Lite · Task 108
Gemini 3.1 Flash Lite · Tool use · Task 108 (Traps, conflicting pay) Mean -50.0%
Field Expected Rollout #1 (-50%) Rollout #2 (-50%) Rollout #3 (-50%)
decision clarify calculate calculate calculate
currency LCR LCR LCR
gross pay 5759.84 5759.84 5759.84
employee contribution 250.00 250.00 250.00
allowed deduction 67.09 67.09 67.09
taxable pay 5442.75 5442.75 5442.75
income tax 692.55 692.55 692.55
net pay 4750.20 4750.20 4750.20
reason code CONFLICTING_GROSS_PAY
clauses R7 R9 R1 R2 R3 R4 R5 R6 R1 R2 R3 R4 R5 R6 R1 R2 R3 R4 R5 R6
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 -50.0% answered trap · 4 tool calls · 4.3s · $0.0033
ComponentScoreClauses
decision 0.0% R7 R9
exact 0.0% R7 R9
field accuracy 0.0% R7 R9
citations 0.0% R7 R9
Assistant
list_documents()
Tool
[
  {"id": "fe795276753ae001-payroll", "kind": "payroll"},
  {"id": "fe795276753ae001-contract", "kind": "contract"}
]
Assistant
read_document(document_id="fe795276753ae001-payroll")
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "5759.84", "payroll_month": "2026-04", "allowed_deduction": "67.09"}
}
Assistant
lookup_reference(reference="first-half")
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.05",
  "cap": "5000.00",
  "deduction": "400.00",
  "free": "1100.00",
  "upper": "3300.00",
  "middle_rate": "0.12",
  "upper_rate": "0.20"
}
Assistant
calculate(program="employee_contribution = round(min(5759.84, 5000.00) * 0.05, 2)\ntaxable_pay = 5759.84 - employee_contribution - 67.09\ntax_bracket1 = min(max(taxable_pay - 1100.00, 0), 3300.00 - 1100.00)\ntax_bracket2 = max(taxable_pay - 3300.00, 0)\nincome_tax = round(tax_bracket1 * 0.12 + tax_bracket2 * 0.20, 2)\nnet_pay = 5759.84 - employee_contribution - 67.09 - income_tax")
Tool
{
  "results": {"employee_contribution": "250.00", "taxable_pay": "5442.75", "tax_bracket1": "2200.00", "tax_bracket2": "2142.75", "income_tax": "692.55", "net_pay": "4750.20"}
}
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "5759.84",
  "employee_contribution": "250.00",
  "allowed_deduction": "67.09",
  "taxable_pay": "5442.75",
  "income_tax": "692.55",
  "net_pay": "4750.20",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Rollout #2 -50.0% answered trap · 4 tool calls · 4.6s · $0.0033
ComponentScoreClauses
decision 0.0% R7 R9
exact 0.0% R7 R9
field accuracy 0.0% R7 R9
citations 0.0% R7 R9
Assistant
list_documents()
Tool
[
  {"id": "fe795276753ae001-payroll", "kind": "payroll"},
  {"id": "fe795276753ae001-contract", "kind": "contract"}
]
Assistant
read_document(document_id="fe795276753ae001-payroll")
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "5759.84", "payroll_month": "2026-04", "allowed_deduction": "67.09"}
}
Assistant
lookup_reference(reference="first-half")
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.05",
  "cap": "5000.00",
  "deduction": "400.00",
  "free": "1100.00",
  "upper": "3300.00",
  "middle_rate": "0.12",
  "upper_rate": "0.20"
}
Assistant
calculate(program="employee_contribution = round(min(5759.84, 5000.00) * 0.05, 2)\ntaxable_pay = 5759.84 - employee_contribution - 67.09\ntaxable_for_bracket = max(0, taxable_pay - 1100.00)\nincome_tax = round(min(taxable_for_bracket, 3300.00 - 1100.00) * 0.12 + max(0, taxable_for_bracket - (3300.00 - 1100.00)) * 0.20, 2)\nnet_pay = 5759.84 - employee_contribution - 67.09 - income_tax")
Tool
{
  "results": {"employee_contribution": "250.00", "taxable_pay": "5442.75", "taxable_for_bracket": "4342.75", "income_tax": "692.55", "net_pay": "4750.20"}
}
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "5759.84",
  "employee_contribution": "250.00",
  "allowed_deduction": "67.09",
  "taxable_pay": "5442.75",
  "income_tax": "692.55",
  "net_pay": "4750.20",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Rollout #3 -50.0% answered trap · 4 tool calls · 6.1s · $0.0033
ComponentScoreClauses
decision 0.0% R7 R9
exact 0.0% R7 R9
field accuracy 0.0% R7 R9
citations 0.0% R7 R9
Assistant
list_documents()
Tool
[
  {"id": "fe795276753ae001-payroll", "kind": "payroll"},
  {"id": "fe795276753ae001-contract", "kind": "contract"}
]
Assistant
read_document(document_id="fe795276753ae001-payroll")
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "5759.84", "payroll_month": "2026-04", "allowed_deduction": "67.09"}
}
Assistant
lookup_reference(reference="first-half")
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.05",
  "cap": "5000.00",
  "deduction": "400.00",
  "free": "1100.00",
  "upper": "3300.00",
  "middle_rate": "0.12",
  "upper_rate": "0.20"
}
Assistant
calculate(program="employee_contribution = round(min(5759.84, 5000.00) * 0.05, 2)\ntaxable_pay = 5759.84 - employee_contribution - 67.09\ntax_bracket1 = min(max(taxable_pay - 1100.00, 0), 3300.00 - 1100.00)\ntax_bracket2 = max(taxable_pay - 3300.00, 0)\nincome_tax = round(tax_bracket1 * 0.12 + tax_bracket2 * 0.20, 2)\nnet_pay = 5759.84 - employee_contribution - 67.09 - income_tax")
Tool
{
  "results": {"employee_contribution": "250.00", "taxable_pay": "5442.75", "tax_bracket1": "2200.00", "tax_bracket2": "2142.75", "income_tax": "692.55", "net_pay": "4750.20"}
}
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "5759.84",
  "employee_contribution": "250.00",
  "allowed_deduction": "67.09",
  "taxable_pay": "5442.75",
  "income_tax": "692.55",
  "net_pay": "4750.20",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}