SciDocBench - Evidence Verification: leaderboard

SciDocBench workflow-centred scientific document understanding: the evidence alignment and verification capability group over 496 evaluation instances from 124 questions across arXiv, bioRxiv and OpenReview papers. Higher is better. Source: arxiv.org/abs/2609.05141.

Metric: Score (%). Source: arxiv.org. Saturation forecast: Around February 2027. 14 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.6 Sol78.16#22
2Claude Opus 574.47#16
3GPT-5.6 Terra66.28#40
4GPT-5.6 Luna65.15#79
5Claude Opus 4.858.63#39
6Claude Sonnet 4.654.25#94
7Kimi K2.553.05#152
8Claude Haiku 4.540.33#287

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=scidocbench-evidence-verification · How It Works · Data refreshed daily, snapshot 2026-11-05.