VideoOdyssey-V - Captioning: leaderboard

Metric: Multiple-choice accuracy (%) on the 49 captioning questions (generate a text description that details the specific visual actions, objects, and scene dynamics observable 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 April 2028. 18 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)59.2
2Seed 2.0 Pro57.1
3Qwen 3.5 27B51
4GPT-5.249
5Gemini 2.5 Pro44.9
6Kimi K2.544.9
7Qwen 3 VL 235B A22B44.9
8Phi-4 Multimodal Instruct32.7

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