Luma Payroll Gym
← Heatmap / Gemini 3.1 Flash Lite · Task 28
Gemini 3.1 Flash Lite · Tool use · Task 28 (Traps, missing month) 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 1930.34 1930.34 1930.34
employee contribution 135.12 135.12 135.12
allowed deduction 228.05 228.05 228.05
taxable pay 1567.17 1567.17 1567.17
income tax 66.72 66.72 66.72
net pay 1500.45 1500.45 1500.45
reason code MISSING_PAYROLL_MONTH
clauses R1 R7 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 · 6.1s · $0.0033
ComponentScoreClauses
decision 0.0% R1 R7
exact 0.0% R1 R7
field accuracy 0.0% R1 R7
citations 0.0% R1 R7
Assistant
list_documents()
Tool
[
  {"id": "5907abef11c974cf-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="5907abef11c974cf-payroll")
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "1930.34", "allowed_deduction": "228.05"}
}
Assistant
lookup_reference(reference="first-half")
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.07",
  "cap": "4000.00",
  "deduction": "400.00",
  "free": "900.00",
  "upper": "2800.00",
  "middle_rate": "0.10",
  "upper_rate": "0.24"
}
Assistant
calculate(program="employee_contribution = round(min(1930.34, 4000.00) * 0.07, 2)\ntaxable_pay = 1930.34 - employee_contribution - 228.05\n# Income tax:\n# 0-900: 0\n# 900-2800: 0.10\n# >2800: 0.24\n# Taxable pay = 1930.34 - 135.12 - 228.05 = 1567.17\n# Tax = (1567.17 - 900) * 0.10 = 66.717\nincome_tax = round(66.717, 2)\nnet_pay = 1930.34 - employee_contribution - 228.05 - income_tax\n")
Tool
{
  "results": {"employee_contribution": "135.12", "taxable_pay": "1567.17", "income_tax": "66.72", "net_pay": "1500.45"}
}
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "1930.34",
  "employee_contribution": "135.12",
  "allowed_deduction": "228.05",
  "taxable_pay": "1567.17",
  "income_tax": "66.72",
  "net_pay": "1500.45",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Rollout #2 -50.0% answered trap · 4 tool calls · 5.7s · $0.0033
ComponentScoreClauses
decision 0.0% R1 R7
exact 0.0% R1 R7
field accuracy 0.0% R1 R7
citations 0.0% R1 R7
Assistant
list_documents()
Tool
[
  {"id": "5907abef11c974cf-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="5907abef11c974cf-payroll")
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "1930.34", "allowed_deduction": "228.05"}
}
Assistant
lookup_reference(reference="first-half")
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.07",
  "cap": "4000.00",
  "deduction": "400.00",
  "free": "900.00",
  "upper": "2800.00",
  "middle_rate": "0.10",
  "upper_rate": "0.24"
}
Assistant
calculate(program="employee_contribution = round(min(1930.34, 4000.00) * 0.07, 2)\ntaxable_pay = round(1930.34 - employee_contribution - 228.05, 2)\ntax_bracket_1 = max(0, min(taxable_pay, 900.00) - 0)\ntax_bracket_2 = max(0, min(taxable_pay, 2800.00) - 900.00)\ntax_bracket_3 = max(0, taxable_pay - 2800.00)\nincome_tax = round(tax_bracket_1 * 0 + tax_bracket_2 * 0.10 + tax_bracket_3 * 0.24, 2)\nnet_pay = round(1930.34 - employee_contribution - 228.05 - income_tax, 2)")
Tool
{
  "results": {"employee_contribution": "135.12", "taxable_pay": "1567.17", "tax_bracket_1": "900.00", "tax_bracket_2": "667.17", "tax_bracket_3": "0", "income_tax": "66.72", "net_pay": "1500.45"}
}
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "1930.34",
  "employee_contribution": "135.12",
  "allowed_deduction": "228.05",
  "taxable_pay": "1567.17",
  "income_tax": "66.72",
  "net_pay": "1500.45",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Rollout #3 -50.0% answered trap · 4 tool calls · 6.2s · $0.0033
ComponentScoreClauses
decision 0.0% R1 R7
exact 0.0% R1 R7
field accuracy 0.0% R1 R7
citations 0.0% R1 R7
Assistant
list_documents()
Tool
[
  {"id": "5907abef11c974cf-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="5907abef11c974cf-payroll")
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "1930.34", "allowed_deduction": "228.05"}
}
Assistant
lookup_reference(reference="first-half")
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.07",
  "cap": "4000.00",
  "deduction": "400.00",
  "free": "900.00",
  "upper": "2800.00",
  "middle_rate": "0.10",
  "upper_rate": "0.24"
}
Assistant
calculate(program="employee_contribution = round(min(1930.34, 4000.00) * 0.07, 2)\ntaxable_pay = round(1930.34 - employee_contribution - 228.05, 2)\ntax_bracket_1 = max(0, min(taxable_pay, 900.00) - 0)\ntax_bracket_2 = max(0, min(taxable_pay, 2800.00) - 900.00)\ntax_bracket_3 = max(0, taxable_pay - 2800.00)\nincome_tax = round(tax_bracket_1 * 0.0 + tax_bracket_2 * 0.10 + tax_bracket_3 * 0.24, 2)\nnet_pay = round(1930.34 - employee_contribution - 228.05 - income_tax, 2)")
Tool
{
  "results": {"employee_contribution": "135.12", "taxable_pay": "1567.17", "tax_bracket_1": "900.00", "tax_bracket_2": "667.17", "tax_bracket_3": "0", "income_tax": "66.72", "net_pay": "1500.45"}
}
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "1930.34",
  "employee_contribution": "135.12",
  "allowed_deduction": "228.05",
  "taxable_pay": "1567.17",
  "income_tax": "66.72",
  "net_pay": "1500.45",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}