Are these models capable of generalizable reasoning or are they leveraging different forms of pattern matching
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Despite their sophisticated self-reflection mechanisms, these models fail to develop generalizable reasoning capabilities beyond certain complexity thresholds.
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Existing evaluations predominantly focus on established mathematical and coding benchmarks, which... do not provide insights into the structure and quality of reasoning traces.
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This study investigates the reasoning mechanisms of frontier LRMs through the lens of problem complexity.
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Current evaluations primarily focus on established mathematical and coding benchmarks, emphasizing final answer accuracy.
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