VideoOdyssey-V - Action Recognition: leaderboard

Metric: Multiple-choice accuracy (%) on the 192 action recognition questions (identify the actions of humans or other objects in the video) of VideoOdyssey-V (human-written questions on 100 videos of 60 to 255 minutes that need visual cues and long continuous viewing; 1,618 in all), 128 frames for proprietary models and each open model's maximum frame setting; higher is better. Source: arxiv.org. Saturation forecast: Around July 2027. 18 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)57.8
2Seed 2.0 Pro54.7
3Kimi K2.550
4Qwen 3.5 27B50
5Gemini 2.5 Pro49.5
6GPT-5.246.9
7Qwen 3 VL 235B A22B44.3
8Phi-4 Multimodal Instruct24.5

Interactive version: theaggregate.ai/benchmark?slug=videoodyssey-v-action-recognition · How It Works · Data refreshed daily, snapshot 2026-10-07.