MVX-Bench - Video Similarity: leaderboard

Metric: Accuracy (%) on the 69 Video Similarity questions (pick the near-duplicate of the reference video), MVX-Bench's multi-video multiple-choice questions (each pairs a question with several videos; 1,442 questions over 4,255 videos repurposed from 11 annotated video datasets), end-to-end inference at temperature 0; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 21 models tracked.

Top models

#ModelScoreOverall rank
1Gemma 3 27B (IT)82.6#509
2GPT-5.281.2#105
3Qwen 2.5 VL 32B Instruct78.3#443
4GPT-4o76.8#333
5Gemma 3 4B (IT)72.5#971
6Gemma 3 12B (IT)71#655
7Qwen 3.6 27B (Thinking)53.6#163 (Qwen 3.6 27B)
8Pixtral-12B36.2#795
9Qwen 3.6 27B (Non-reasoning)26.1#163 (Qwen 3.6 27B)
10Qwen 2.5 VL 7B Instruct23.2#643
11Phi-4 Multimodal Instruct21.7#896

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

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