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    Home»Development»Machine Learning»The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity

    The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity

    June 5, 2025

    Recent generations of frontier language models have introduced Large Reasoning Models
    (LRMs) that generate detailed thinking processes before providing answers. While these models
    demonstrate improved performance on reasoning benchmarks, their fundamental capabilities, scal-
    ing properties, and limitations remain insufficiently understood. Current evaluations primarily fo-
    cus on established mathematical and coding benchmarks, emphasizing final answer accuracy. How-
    ever, this evaluation paradigm often suffers from data contamination and does not provide insights
    into the reasoning traces’…

    Source: Read More 

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    Previous ArticleImprove Vision Language Model Chain-of-thought Reasoning
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