VideoOdyssey-V - Object Reasoning: leaderboard

Metric: Multiple-choice accuracy (%) on the 173 object reasoning questions (infer a specific object that meets a certain condition, or infer its function, attributes, or relationships between objects) 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 January 2027. 18 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)65.3
2Gemini 2.5 Pro60.1
3GPT-5.260.1
4Kimi K2.553.8
5Qwen 3.5 27B52.6
6Seed 2.0 Pro52.6
7Qwen 3 VL 235B A22B50.3
8Phi-4 Multimodal Instruct27.2

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