VideoNet - Binary Zero-Shot: leaderboard
Metric: Binary Accuracy (%; does the clip show the named action, 2 positive and 2 hard-negative clips per action, no examples). Source: arxiv.org. Saturation forecast: Around November 2027. 9 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5 (Medium) | 72.9 |
| 2 | GPT-5.4 (Medium) | 72.4 |
| 3 | Gemini 3.1 Pro (Preview) (High) | 72 |
| 4 | Gemini 3 Flash (Preview) (High) | 70.3 |
| 5 | Qwen 3 VL 8B Instruct | 59.3 |
| 6 | Molmo2-8B | 55.8 |
Interactive version: theaggregate.ai/benchmark?slug=videonet-binary-zero-shot · How It Works · Data refreshed daily, snapshot 2026-09-25.