critical insights into their potential and challenges in artificial intelligence, marking a
significant step towards understanding their applicability in complex reasoning tasks. This
survey leverages a unique taxonomy--dividing puzzles into rule-based and rule-less
categories--to critically assess LLMs through various methodologies, including prompting
techniques, neuro-symbolic approaches, and fine-tuning. Through a critical review of …