VideoOdyssey-V - Temporal Ordering: leaderboard
Metric: Multiple-choice accuracy (%) on the 89 temporal ordering questions (arrange multiple key visual events from the video in temporal order) 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
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 70.8 |
| 2 | GPT-5.2 | 69.7 |
| 3 | Gemini 2.5 Pro | 64 |
| 4 | Kimi K2.5 | 57.3 |
| 5 | Seed 2.0 Pro | 56.2 |
| 6 | Qwen 3.5 27B | 55.1 |
| 7 | Qwen 3 VL 235B A22B | 34.8 |
| 8 | Phi-4 Multimodal Instruct | 14.6 |
Interactive version: theaggregate.ai/benchmark?slug=videoodyssey-v-temporal-ordering · How It Works · Data refreshed daily, snapshot 2026-10-07.