HCoT integrates a heuristic classification model into LLM generation to structure reasoning, delivering higher accuracy and better token efficiency than CoT and ToT on inductive tasks and the 24 Game.
Experiments with the 24 Game The problem: The 24 Game (Yao et al., 2023) is a popular mathematical card game
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Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models
HCoT integrates a heuristic classification model into LLM generation to structure reasoning, delivering higher accuracy and better token efficiency than CoT and ToT on inductive tasks and the 24 Game.