Public Benefits Bench result as reported by Vals AI.
Source · Vals AI Version · vals-ai snapshot 2026-06-24 Scores · 12
Test details
Verified but agingThis is an objective signal, so it is mainly about measurable task performance rather than public taste.
source
Vals AI
metric
Accuracy (%)
judge
Objective
direction
higher better
group id
vals_public_benefits_bench_current
domain
Professional reasoning
What it measures vs what it misses
✓ Measures
Answering SNAP benefits questions across the public-benefits lifecycle.
✗ Misses
Adjacent skills outside the benchmark task mix, latency, and cost.
Why this countsAnswering SNAP benefits questions across the public-benefits lifecycle.Same-test ruleThis percentile only compares models inside the exact benchmark/version group shown here. It is not a universal score.What it missesAdjacent skills outside the benchmark task mix, latency, and cost.