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%
- 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%
- Reduced-price school meals eligibility99.0%0.1%
- TANF99.0%0.3%
- SSI97.9%2.0%
- Person-level Medicaid eligibility96.0%30%
- Federal refundable credits89.0%3.7%
- State refundable credits80.0%0.6%
- SNAP79.4%4.1%
- Payroll tax79.0%16%
- State tax before refundable credits55.0%6.0%
- Federal tax before refundable credits42.0%19%
Table view (exact, within 1%, outputs), hardest first
| Program | Exact | Within 1% | n |
|---|---|---|---|
| Federal tax before refundable credits | 42.0% | 42.0% | 100 |
| State tax before refundable credits | 55.0% | 61.0% | 100 |
| Payroll tax | 79.0% | 84.0% | 100 |
| SNAP | 79.4% | 79.4% | 97 |
| State refundable credits | 80.0% | 80.0% | 100 |
| Federal refundable credits | 89.0% | 91.0% | 100 |
| Person-level Medicaid eligibility | 96.0% | 96.0% | 177 |
| SSI | 97.9% | 99.0% | 97 |
| Free school meals eligibility | 99.0% | 99.0% | 100 |
| Reduced-price 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% | 100 |
| 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 |
| 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
- Federal tax before refundable credits555% offReference $1,346 · predicted $8,813Inspect household #039
- State tax before refundable credits287% offReference $514 · predicted $1,990Inspect household #039
- State tax before refundable credits273% offReference $1,253 · predicted $4,671Inspect household #068
- Payroll tax199% offReference $2,607 · predicted $7,790Inspect household #068
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 8,783 rows whose legacy threshold score is below 1. That universe contains 8,780 of 8,780 exact-match misses and 3 exact hits. Another 1,605 rows with bounded score below 100 were not selected and have no audit annotation.