TimeBlind - Accuracy: leaderboard

Metric: Standard accuracy (%) over all 2,400 TimeBlind video-question trials, each scored on its own; TimeBlind minimal pairs: two short videos with the same static content that differ only in temporal structure, each asked two complementary binary or two-choice questions whose answers flip between the videos; videos sampled at 1 FPS, zero-shot, default model configurations; chance is 50%; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 22 models tracked.

Top models

#ModelScoreOverall rank
1GPT-577.3#91
2Gemini 3 Pro76.2#77
3Gemini 2.5 Pro74.2#145
4Gemini 2.5 Flash68.9#237
5Molmo2-8B68.7#522
6GPT-5 Mini68.3#176
7Qwen 3 VL 235B A22B Instruct66.9#264
8Qwen 3 VL 8B Instruct64.8#401
9GLM-4.1V-9B (Thinking)62#457 (GLM-4.1V-9B)
10Claude Sonnet 4.559.2#138

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=timeblind-accuracy · How It Works · Data refreshed daily, snapshot 2026-10-11.