VeriOCRBench - Factual Dimension (Proactive): leaderboard

Metric: Diagnosis accuracy (%; the 400 trap-injected tasks of the factual verification dimension (fact tampering and vague reference: a stated attribute or value contradicts the visible evidence, or a reference has several plausible targets); the model must reject the task and name the ground-truth trap mechanism; judged by GPT-4o at temperature 0; proactive paradigm: no verification instruction). Source: arxiv.org. Saturation forecast: Around 2032. 15 models tracked.

Top models

#ModelScore
1Claude Sonnet 4.537.25
2Llama 4 Scout9.75
3Qwen 3.5 122B A10B9.5
4Llama 4 Maverick8.5
5Qwen 3.5 35B A3B8
6Gemini 3.1 Pro (Preview)7.75
7Qwen 3.5 397B A17B6.5
8GPT-4o4.25
9InternVL3-38B3.75
10GPT-50.75

Interactive version: theaggregate.ai/benchmark?slug=veriocrbench-factual-dimension-proactive · How It Works · Data refreshed daily, snapshot 2026-09-26.