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Why LLMs Overthink Easy Puzzles but Give Up on Hard Ones

Date: 2025-06-12 20:40:33

Artificial intelligence has made remarkable progress, with Large Language Models (LLMs) and their advanced counterparts, Large Reasoning Models (LRMs), redefining how machines process and generate human-like text. These models can write essays, answer questions, and even solve mathematical problems. However, despite their impressive abilities, these models display curious behavior: they often overcomplicate simple problems while […]The post Why LLMs Overthink Easy Puzzles but Give Up on Hard Ones appeared first on Unite.AI.


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