VideoOdyssey-V - Spatial Reasoning: leaderboard

Metric: Multiple-choice accuracy (%) on the 61 spatial reasoning questions (reason about the spatial locations of objects, including relative directions and the paths between them) 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 2031. 18 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)50.8
2Seed 2.0 Pro47.5
3GPT-5.245.9
4Gemini 2.5 Pro41
5Qwen 3.5 27B41
6Kimi K2.539.3
7Phi-4 Multimodal Instruct37.7
8Qwen 3 VL 235B A22B36.1

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