How Far Are LLMs from Symbolic Planners? An NLP-Based Perspective

arXiv:2508.01300 · cs.AI · Submitted 2025-08-02 · Read on arXiv

cs.AI

Submitted: 2025-08-02

Updated: 2026-10-20

Terminology

• Planner — 4× in this paper · explained in 3 episodes
• Benchmarking — 1× in this paper · explained in 4 episodes
• Language Models (LLMs) — 1× in this paper · explained in 2 episodes
• Large Language Models (LLMs) — 1× in this paper · explained in 8 episodes
• Task Planning — 1× in this paper · explained in 2 episodes

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