AsyncHow (PDDL2.1 Formalizer): leaderboard
Metric: Makespan accuracy (%; share of the 320 AsyncHow asynchronous WikiHow plans whose predicted total time equals the optimal makespan; the LLM writes PDDL2.1 domain and problem files that the OPTIC temporal planner solves (PDDL2.1 Formalizer); zero-shot, temperature 0). Source: arxiv.org. Saturation forecast: Estimated already saturated. 4 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3 Flash | 96.25 |
| 2 | GPT-5 Mini | 85 |
| 3 | DeepSeek V4 Flash | 80 |
| 4 | Qwen 3.6 35B A3B | 55.94 |
Interactive version: theaggregate.ai/benchmark?slug=asynchow-pddl2-1-formalizer · How It Works · Data refreshed daily, snapshot 2026-09-26.