WatchAct - Procedural Reasoning: leaderboard
Metric: Plan success rate (%; the VLM's high-level Pick/Place/Open/Close plan, predicted from a real human video and an instruction, run through a symbolic executor and checked against the task's success predicate; instance-weighted mean of the Imitation, Reversal and Temporal Sort tasks, 725 instances). Source: arxiv.org. Saturation forecast: Around September 2027. 9 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.4 | 29.6 |
| 2 | Gemini 3.1 Pro (Preview) | 29.5 |
| 3 | GPT-5.1 | 27.9 |
| 4 | Gemini 3 Flash | 22.8 |
| 5 | Qwen 3 VL 235B A22B Instruct | 10.2 |
| 6 | Qwen 3 VL 235B A22B (Thinking) | 8 |
| 7 | Gemini 3.1 Flash Lite | 6.9 |
Interactive version: theaggregate.ai/benchmark?slug=watchact-procedural-reasoning · How It Works · Data refreshed daily, snapshot 2026-09-26.