LRMs possess limited self-correction capabilities that reveal fundamental inefficiencies.
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Correct solutions systematically emerge at later positions in thinking compared to incorrect ones.
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Models often fixate on an early wrong answer, wasting the remaining token budget.
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Models completely fail to find correct solutions beyond a certain complexity threshold.
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Our analysis reveals that complexity-dependent reasoning patterns lead to complete reasoning failure.
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