← Heatmap / GPT 5.6 Luna · Task 10
GPT 5.6 Luna* · Tool use · Task 10 (Calculation, middle bracket)
Mean 100.0%
| Field | Expected | Rollout #1 (100%) | Rollout #2 (100%) | Rollout #3 (100%) |
|---|---|---|---|---|
| decision | calculate | calculate | calculate | calculate |
| currency | LCR | LCR | LCR | LCR |
| gross pay | 1978.24 | 1978.24 | 1978.24 | 1978.24 |
| employee contribution | 79.13 | 79.13 | 79.13 | 79.13 |
| allowed deduction | 82.86 | 82.86 | 82.86 | 82.86 |
| taxable pay | 1816.25 | 1816.25 | 1816.25 | 1816.25 |
| income tax | 61.63 | 61.63 | 61.63 | 61.63 |
| net pay | 1754.62 | 1754.62 | 1754.62 | 1754.62 |
| clauses | R1 R2 R3 R4 R5 R6 | 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 #1 100.0% passed · 4 tool calls · 10.7s · $0.0009
| Component | Score | Clauses |
|---|---|---|
| decision | 100.0% | R1 R2 R3 R4 R5 R6 |
| exact | 100.0% | R1 R2 R3 R4 R5 R6 |
| field accuracy | 100.0% | R1 R2 R3 R4 R5 R6 |
| citations | 100.0% | R1 R2 R3 R4 R5 R6 |
Assistant
list_documents()Tool
[
{"id": "8d558bb0cabd2e37-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="8d558bb0cabd2e37-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "1978.24", "payroll_month": "2026-10", "allowed_deduction": "82.86"}
}
Assistant
lookup_reference(reference="second-half")Reasoning
**Researching parallel lookup** I need to look up the second half, possibly in parallel? I think referencing the month of October 2026 will be important, and then I should calculate afterward. Calling for that lookup seems like the next step. It's interesting how planning this way helps to clearly identify what I need to do! Let's see if that provides the information I’m looking for or helps me get on the right track.
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.04",
"cap": "4000.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3000.00",
"middle_rate": "0.10",
"upper_rate": "0.22"
}
Assistant
calculate(program="contribution = round(min(1978.24, 4000.00) * 0.04, 2)\ntaxable = 1978.24 - contribution - 82.86\ntax = round(max(0, min(taxable, 3000.00) - 1200.00) * 0.10 + max(0, taxable - 3000.00) * 0.22, 2)\nnet = 1978.24 - contribution - 82.86 - tax")Reasoning
**Calculating financial contributions** I need to calculate the contribution using the minimum gross cap, multiplied by 0.04, which gives me 79.13. Then, I'll figure out the taxable amount by taking 1978.24 - 79.13 - 82.86, resulting in 1816.25. For the tax, I'm looking at 616.25 times 0.1, which equals 61.63. Finally, I'll find the net by subtracting everything from 1978.24, leading to a final total of 1754.62. I should use the tool to check my work.
Tool
{
"results": {"contribution": "79.13", "taxable": "1816.25", "tax": "61.63", "net": "1754.62"}
}
Assistant
{
"decision": "calculate",
"currency": "LCR",
"gross_pay": "1978.24",
"employee_contribution": "79.13",
"allowed_deduction": "82.86",
"taxable_pay": "1816.25",
"income_tax": "61.63",
"net_pay": "1754.62",
"clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
**Calculating tax deductions** I need to ensure I’m outputting the exact JSON fields that are required. It looks like clauses directly govern the answer, particularly from R1 to R6. I’ll need to include gross strings and check if my deductions are allowed based on valid amounts. The tax formula seems correct, with the taxable amount being 1816.25 and any excess calculated as 616.25 times 0.1, which gives me 61.625. Half-up, that’s 61.63. I’ll keep everything aligned with this process.
Rollout #2 100.0% passed · 5 tool calls · 9.7s · $0.0009
| Component | Score | Clauses |
|---|---|---|
| decision | 100.0% | R1 R2 R3 R4 R5 R6 |
| exact | 100.0% | R1 R2 R3 R4 R5 R6 |
| field accuracy | 100.0% | R1 R2 R3 R4 R5 R6 |
| citations | 100.0% | R1 R2 R3 R4 R5 R6 |
Assistant
list_documents()Tool
[
{"id": "8d558bb0cabd2e37-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="8d558bb0cabd2e37-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "1978.24", "payroll_month": "2026-10", "allowed_deduction": "82.86"}
}
Assistant
lookup_reference(reference="second-half")lookup_reference(reference="first-half")Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.04",
"cap": "4000.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3000.00",
"middle_rate": "0.10",
"upper_rate": "0.22"
}
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.05",
"cap": "4500.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "2800.00",
"middle_rate": "0.10",
"upper_rate": "0.18"
}
Assistant
calculate(program="gross = 1978.24\ncontribution = round(min(gross, 4000.00) * 0.04, 2)\ndeduction = 82.86\ntaxable = gross - contribution - deduction\nmiddle_tax = max(0, min(taxable, 3000.00) - 1200.00) * 0.10\nupper_tax = max(0, taxable - 3000.00) * 0.22\ntax = round(middle_tax + upper_tax, 2)\nnet = gross - contribution - deduction - tax")Reasoning
**Calculating financial figures** I need to calculate some financial numbers for the second half of October. First, I’ll multiply the minimum gross cap by 0.04, which gives me 79.13. Then, I’ll subtract 79.13 and 82.86 from 1978.24, landing on 1816.25. I need to find the tax by multiplying 616.25 by 0.10, which totals 61.63. Finally, I can get the net amount by subtracting this tax from the previous figure. I'll use a calculator to confirm!
Tool
{
"results": {"gross": "1978.24", "contribution": "79.13", "deduction": "82.86", "taxable": "1816.25", "middle_tax": "61.6250", "upper_tax": "0.00", "tax": "61.63", "net": "1754.62"}
}
Assistant
{
"decision": "calculate",
"currency": "LCR",
"gross_pay": "1978.24",
"employee_contribution": "79.13",
"allowed_deduction": "82.86",
"taxable_pay": "1816.25",
"income_tax": "61.63",
"net_pay": "1754.62",
"clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Rollout #3 100.0% passed · 5 tool calls · 10.6s · $0.0008
| Component | Score | Clauses |
|---|---|---|
| decision | 100.0% | R1 R2 R3 R4 R5 R6 |
| exact | 100.0% | R1 R2 R3 R4 R5 R6 |
| field accuracy | 100.0% | R1 R2 R3 R4 R5 R6 |
| citations | 100.0% | R1 R2 R3 R4 R5 R6 |
Assistant
list_documents()Reasoning
**Looking into tool usage** I think we need the tools at our disposal. First, I should make a list of the relevant docs and possibly look up references in parallel. The user mentioned retrieving inputs but only wants me to focus on looking up the refs. I’ll take a moment to read the docs after I compile that list. Let’s see if that approach helps me organize everything efficiently!
Tool
[
{"id": "8d558bb0cabd2e37-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="8d558bb0cabd2e37-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "1978.24", "payroll_month": "2026-10", "allowed_deduction": "82.86"}
}
Assistant
lookup_reference(reference="second-half")lookup_reference(reference="first-half")Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.04",
"cap": "4000.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3000.00",
"middle_rate": "0.10",
"upper_rate": "0.22"
}
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.05",
"cap": "4500.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "2800.00",
"middle_rate": "0.10",
"upper_rate": "0.18"
}
Assistant
calculate(program="gross = 1978.24\ncontribution = round(min(gross, 4000.00) * 0.04, 2)\ndeduction = 82.86\ntaxable = gross - contribution - deduction\nmiddle_portion = min(max(taxable - 1200.00, 0), 3000.00 - 1200.00)\nupper_portion = max(taxable - 3000.00, 0)\ntax = round(middle_portion * 0.10 + upper_portion * 0.22, 2)\nnet = gross - contribution - deduction - tax")Reasoning
**Calculating tax liabilities** I need to do some calculations regarding contributions from October 2nd. The contribution is 1978.24 multiplied by .04. Then, I’ll subtract that contribution and 82.86 to determine what’s taxable. It looks like the taxable amount would be approximately 1816.23, leading to a net amount after multiplying the excess by .1, which equals around 61.62. I'll definitely make sure to use a calculator for accuracy!
Tool
{
"results": {"gross": "1978.24", "contribution": "79.13", "deduction": "82.86", "taxable": "1816.25", "middle_portion": "616.25", "upper_portion": "0", "tax": "61.63", "net": "1754.62"}
}
Assistant
{
"decision": "calculate",
"currency": "LCR",
"gross_pay": "1978.24",
"employee_contribution": "79.13",
"allowed_deduction": "82.86",
"taxable_pay": "1816.25",
"income_tax": "61.63",
"net_pay": "1754.62",
"clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
**Clarifying JSON requirements** I need to focus on outputting exact JSON only. I should ensure that the clauses supporting calculations, R1 to R6, are clearly defined. There's a note about allowed deductions being less than or equal to the cap, and gross contribution is included, which is good to remember. I’ll consider having array identifiers for the clauses and make sure to include all required fields accurately in the output.