ViVerBench Release Rule-based - Robot.: leaderboard

ViVerBench3594visual verification questions,16tasks; binary true/false plus explanation. Rule-based decision correctness and model-based explanation-aware evaluation are distinct source protocols. Human/chance reference rows stay source evidence only. Metric: Verification score (0–1). Higher is better. Source: https://arxiv.org/html/2510.13804v1

Metric: Verification score (0–1). Source: arxiv.org. Saturation forecast: Around January 2027. 11 models tracked.

Top models

#ModelScoreOverall rank
1O4 Mini0.66#175
2O30.63#122
3O10.6#181
4GPT-50.59#95
5GPT-4o0.56#339
6Gemini 2.5 Pro0.56#151

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #7 Gemini 4 Argon.

Interactive version: theaggregate.ai/benchmark?slug=viverbench-release-rule-based-robot · How It Works · Data refreshed daily, snapshot 2026-10-17.