Vals AI ClaimBench: leaderboard

ClaimBench v1: 1,960 claims paired with 10-K excerpts; three-way supported, contradicted or insufficient-evidence label accuracy. Five construction categories have roughly 392 claims each. This is the full label-accuracy table, not selective coverage or the threshold-tuned cascade on a 70% holdout. Public examples are available.

Metric: Accuracy (%). Source: www.vals.ai. Saturation forecast: Estimated already saturated. 19 models tracked.

Top models

#ModelScoreOverall rank
1GPT-6.1 Sol (Max)100#8 (GPT-6.1 Sol)
2Claude Haiku 5.5 (Max)100#40 (Claude Haiku 5.5)
3Claude Opus 5.5 (Max)100#4 (Claude Opus 5.5)
4Claude Sonnet 5.5 (Max)100#11 (Claude Sonnet 5.5)
5GPT-6 Luna (Max)99.18#59 (GPT-6 Luna)
6Jev 1.1397.65#316
7GPT-6 Luna96.89#59

No result here: #6 GPT-6 Astra, #7 Gemini 4 Argon, #9 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=vals-ai-claimbench · How It Works · Data refreshed daily, snapshot 2026-10-21.