OmniBehavior - Video Binary Behaviors: leaderboard
Metric: F1 (%) on binary engagement decisions (such as like, follow, share) in the short-video scenario, for predicting the real behaviour of 200 Kuaishou users (three months of interleaved video, live-stream, ads and e-commerce traces, 8,143 actions per user on average) from the user profile, history and current scenario, 6,000 balanced tasks, 32k context window, temperature 0.1; higher is better. Source: arxiv.org. Saturation forecast: Around 2029. 11 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Opus 4.5 | 33.05 |
| 2 | GPT-5.2 | 31.54 |
| 3 | GPT-4o | 27.88 |
| 4 | GLM-4.7 | 26.86 |
| 5 | Claude Sonnet 4 | 25.29 |
| 6 | Kimi K2 0905 | 23.3 |
| 7 | Claude Haiku 4.5 | 22.84 |
| 8 | Gemini 3 Flash | 22.09 |
| 9 | Claude Sonnet 4.5 | 18.85 |
| 10 | Qwen 3 235B A22B 2507 Instruct | 18.26 |
Interactive version: theaggregate.ai/benchmark?slug=omnibehavior-video-binary-behaviors · How It Works · Data refreshed daily, snapshot 2026-10-07.