VideoOdyssey-V - Summarization: leaderboard

Metric: Multiple-choice accuracy (%) on the 65 summarization questions (analyze the visual information to achieve a high-level, abstract understanding) 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 June 2027. 18 models tracked.

Top models

#ModelScore
1Kimi K2.569.2
2Gemini 2.5 Pro61.5
3Gemini 3.1 Pro (Preview)56.9
4Seed 2.0 Pro55.4
5Qwen 3.5 27B49.2
6Qwen 3 VL 235B A22B47.7
7GPT-5.244.6
8Phi-4 Multimodal Instruct32.3

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