Luma Payroll Gym
← Heatmap / Gemini 3.1 Flash Lite · Task 79
Gemini 3.1 Flash Lite · Tool use · Task 79 (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 2524.56 2524.56 2524.56
employee contribution 151.47 151.47 151.47
allowed deduction 208.50 208.50 208.50
taxable pay 2164.59 2164.59 2164.59
income tax 115.75 115.75 115.75
net pay 2048.84 2048.84 2048.84
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 · 5 tool calls · 6.0s · $0.0043
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": "3306732e853a7389-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="3306732e853a7389-payroll")
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "2524.56", "allowed_deduction": "208.50"}
}
Assistant
lookup_reference(reference="first-half")
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.06",
  "cap": "5000.00",
  "deduction": "400.00",
  "free": "1200.00",
  "upper": "3600.00",
  "middle_rate": "0.12",
  "upper_rate": "0.18"
}
Assistant
calculate(program="payroll_month = \"2026-01\"\ngross_pay = 2524.56\nemployee_contribution = round(min(gross_pay, 5000.00) * 0.06, 2)\nallowed_deduction = 208.50\ntaxable_pay = gross_pay - employee_contribution - allowed_deduction\nincome_tax = round(max(0, min(taxable_pay - 1200.00, 3600.00 - 1200.00)) * 0.12 + max(0, taxable_pay - 3600.00) * 0.18, 2)\nnet_pay = gross_pay - employee_contribution - allowed_deduction - income_tax")
Tool
{
  "error": "Unsupported expression; use numbers, names, + - * /, min, max, round(x, 2)"
}
Assistant
calculate(program="gross_pay = 2524.56\nemployee_contribution = round(min(gross_pay, 5000.00) * 0.06, 2)\nallowed_deduction = 208.50\ntaxable_pay = gross_pay - employee_contribution - allowed_deduction\ntaxable_above_free = max(0, taxable_pay - 1200.00)\nmiddle_bracket_tax = min(taxable_above_free, 2400.00) * 0.12\nupper_bracket_tax = max(0, taxable_pay - 3600.00) * 0.18\nincome_tax = round(middle_bracket_tax + upper_bracket_tax, 2)\nnet_pay = gross_pay - employee_contribution - allowed_deduction - income_tax")
Tool
{
  "results": {"gross_pay": "2524.56", "employee_contribution": "151.47", "allowed_deduction": "208.50", "taxable_pay": "2164.59", "taxable_above_free": "964.59", "middle_bracket_tax": "115.7508", "upper_bracket_tax": "0.00", "income_tax": "115.75", "net_pay": "2048.84"}
}
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "2524.56",
  "employee_contribution": "151.47",
  "allowed_deduction": "208.50",
  "taxable_pay": "2164.59",
  "income_tax": "115.75",
  "net_pay": "2048.84",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Rollout #2 -50.0% answered trap · 4 tool calls · 5.0s · $0.0034
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": "3306732e853a7389-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="3306732e853a7389-payroll")
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "2524.56", "allowed_deduction": "208.50"}
}
Assistant
lookup_reference(reference="first-half")
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.06",
  "cap": "5000.00",
  "deduction": "400.00",
  "free": "1200.00",
  "upper": "3600.00",
  "middle_rate": "0.12",
  "upper_rate": "0.18"
}
Assistant
calculate(program="employee_contribution = round(min(2524.56, 5000.00) * 0.06, 2)\ntaxable_pay = 2524.56 - employee_contribution - 208.50\ntax_bracket_1 = max(0, min(taxable_pay, 1200.00) - 0.00) * 0.00\ntax_bracket_2 = max(0, min(taxable_pay, 3600.00) - 1200.00) * 0.12\ntax_bracket_3 = max(0, taxable_pay - 3600.00) * 0.18\nincome_tax = round(tax_bracket_1 + tax_bracket_2 + tax_bracket_3, 2)\nnet_pay = 2524.56 - employee_contribution - 208.50 - income_tax")
Tool
{
  "results": {"employee_contribution": "151.47", "taxable_pay": "2164.59", "tax_bracket_1": "0.0000", "tax_bracket_2": "115.7508", "tax_bracket_3": "0.00", "income_tax": "115.75", "net_pay": "2048.84"}
}
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "2524.56",
  "employee_contribution": "151.47",
  "allowed_deduction": "208.50",
  "taxable_pay": "2164.59",
  "income_tax": "115.75",
  "net_pay": "2048.84",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Rollout #3 -50.0% answered trap · 4 tool calls · 6.1s · $0.0032
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": "3306732e853a7389-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="3306732e853a7389-payroll")
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "2524.56", "allowed_deduction": "208.50"}
}
Assistant
lookup_reference(reference="first-half")
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.06",
  "cap": "5000.00",
  "deduction": "400.00",
  "free": "1200.00",
  "upper": "3600.00",
  "middle_rate": "0.12",
  "upper_rate": "0.18"
}
Assistant
calculate(program="employee_contribution = round(min(2524.56, 5000.00) * 0.06, 2)\ntaxable_pay = 2524.56 - employee_contribution - 208.50\nincome_tax = round(max(0, taxable_pay - 1200.00) * 0.12 + max(0, taxable_pay - 3600.00) * (0.18 - 0.12), 2)\nnet_pay = 2524.56 - employee_contribution - 208.50 - income_tax")
Tool
{
  "results": {"employee_contribution": "151.47", "taxable_pay": "2164.59", "income_tax": "115.75", "net_pay": "2048.84"}
}
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "2524.56",
  "employee_contribution": "151.47",
  "allowed_deduction": "208.50",
  "taxable_pay": "2164.59",
  "income_tax": "115.75",
  "net_pay": "2048.84",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}