Reasoning-optimized LLMs reach at most 63.4% success across the five PDDL benchmarks, versus 97.9% for Fast Downward, and frequently produce plans that fail during execution.
ReAct : Synergizing reasoning and acting in language models
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Can LLM-Reasoning Models Replace Classical Planning? A Benchmark Study
Reasoning-optimized LLMs reach at most 63.4% success across the five PDDL benchmarks, versus 97.9% for Fast Downward, and frequently produce plans that fail during execution.