Kimi K3
United States benchmark
Exact match by programall 18 output groups, best first
Bar length is the unweighted exact-match rate on that program's outputs; the right column is the program's share of the headline weight, which follows household dollars, so the bars do not average to the headline.
- Self-employment tax97.0%2.1%
- Local income tax96.9%0.3%
- Person-level WIC eligibility96.6%0.3%
- Free school meals eligibility96.0%0.7%
- Reduced-price school meals eligibility96.0%0.1%
- TANF96.0%0.3%
- SSI95.9%2.0%
- Person-level Medicaid eligibility94.8%30%
- Person-level Early Head Start eligibility94.7%3.1%
- Person-level Head Start eligibility94.7%1.2%
- Person-level CHIP eligibility93.8%0.2%
- Person-level Medicare eligibility93.0%11%
- Payroll tax92.7%16%
- Federal refundable credits89.0%3.7%
- SNAP86.0%4.1%
- Federal tax before refundable credits85.7%19%
- State refundable credits80.8%0.6%
- State tax before refundable credits65.6%6.0%
Table view (exact, within 1%, outputs), hardest first
| Program | Exact | Within 1% | n |
|---|---|---|---|
| State tax before refundable credits | 65.6% | 71.0% | 93 |
| State refundable credits | 80.8% | 80.8% | 99 |
| Federal tax before refundable credits | 85.7% | 89.3% | 84 |
| SNAP | 86.0% | 90.3% | 93 |
| Federal refundable credits | 89.0% | 91.0% | 100 |
| Payroll tax | 92.7% | 93.8% | 96 |
| Person-level Medicare eligibility | 93.0% | 93.0% | 172 |
| Person-level CHIP eligibility | 93.8% | 93.8% | 177 |
| Person-level Early Head Start eligibility | 94.7% | 94.7% | 38 |
| Person-level Head Start eligibility | 94.7% | 94.7% | 38 |
| Person-level Medicaid eligibility | 94.8% | 94.8% | 173 |
| SSI | 95.9% | 95.9% | 97 |
| Free school meals eligibility | 96.0% | 96.0% | 100 |
| Reduced-price school meals eligibility | 96.0% | 96.0% | 100 |
| TANF | 96.0% | 96.0% | 100 |
| Person-level WIC eligibility | 96.6% | 96.6% | 177 |
| Local income tax | 96.9% | 96.9% | 98 |
| Self-employment tax | 97.0% | 97.0% | 100 |
Hardest casesworst misses on positive references
- Federal tax before refundable creditsno parseable answerReference $643Inspect household #023
- Federal refundable creditsno parseable answerReference $0Inspect household #023
- Local income taxno parseable answerReference $0Inspect household #023
- Payroll taxno parseable answerReference $1,561Inspect household #023
- Self-employment taxno parseable answerReference $0Inspect household #023
- SSIno parseable answerReference $0Inspect household #023
Scores are from the frozen manuscript snapshot under the AI-alone condition: structured responses over the same household facts (whole-scenario or in output subsets, per the serving-configuration table), no tools, graded against PolicyEngine reference outputs. See the leaderboard and paper for methodology. The frozen US annotations cover 8,765 rows whose legacy threshold score is below 1. That universe contains 8,761 of 8,761 exact-match misses and 4 exact hits. Another 2,329 rows with bounded score below 100 were not selected and have no audit annotation.