2025
From Implicit Exploration to Structured Reasoning: Guideline and Refinement for LLMs
EMNLP 2025
Large language models (LLMs) have advanced general-purpose reasoning, showing strong performance across diverse tasks. However, existing methods often rely on implicit exploration, where the model follows stochastic and unguided reasoning paths—like walking without a map. This leads to unstable reas