DeepSeek V4 Pro 0813
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.
- Local income tax100.0%0.3%
- Person-level CHIP eligibility100.0%0.2%
- Person-level Early Head Start eligibility100.0%3.1%
- Person-level Head Start eligibility100.0%1.2%
- Reduced-price school meals eligibility100.0%0.1%
- Self-employment tax100.0%2.1%
- Person-level WIC eligibility99.4%0.3%
- Person-level Medicare eligibility99.4%11%
- Free school meals eligibility99.0%0.7%
- TANF99.0%0.3%
- SSI97.9%2.0%
- Person-level Medicaid eligibility96.5%30%
- Federal refundable credits90.0%3.7%
- State refundable credits82.8%0.6%
- SNAP82.8%4.1%
- Payroll tax82.3%16%
- State tax before refundable credits58.1%6.0%
- Federal tax before refundable credits48.8%19%
Table view (exact, within 1%, outputs), hardest first
| Program | Exact | Within 1% | n |
|---|---|---|---|
| Federal tax before refundable credits | 48.8% | 48.8% | 84 |
| State tax before refundable credits | 58.1% | 67.7% | 93 |
| Payroll tax | 82.3% | 86.5% | 96 |
| SNAP | 82.8% | 83.9% | 93 |
| State refundable credits | 82.8% | 82.8% | 99 |
| Federal refundable credits | 90.0% | 92.0% | 100 |
| Person-level Medicaid eligibility | 96.5% | 96.5% | 173 |
| SSI | 97.9% | 99.0% | 97 |
| Free school meals eligibility | 99.0% | 99.0% | 100 |
| TANF | 99.0% | 99.0% | 100 |
| Person-level Medicare eligibility | 99.4% | 99.4% | 172 |
| Person-level WIC eligibility | 99.4% | 99.4% | 177 |
| Local income tax | 100.0% | 100.0% | 98 |
| Person-level CHIP eligibility | 100.0% | 100.0% | 177 |
| Person-level Early Head Start eligibility | 100.0% | 100.0% | 38 |
| Person-level Head Start eligibility | 100.0% | 100.0% | 38 |
| Reduced-price school meals eligibility | 100.0% | 100.0% | 100 |
| Self-employment tax | 100.0% | 100.0% | 100 |
Hardest casesworst misses on positive references
- Federal tax before refundable credits785% offReference $1,910 · predicted $16,910Inspect household #068
- Federal tax before refundable credits572% offReference $500 · predicted $3,357Inspect household #046
- State tax before refundable credits272% offReference $1,255 · predicted $4,671Inspect household #068
- Payroll tax199% offReference $2,607 · predicted $7,790Inspect household #068
- Federal tax before refundable credits158% offReference $4,441 · predicted $11,479Inspect household #064
- Federal tax before refundable credits118% offReference $1,649 · predicted $3,591Inspect household #037
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.