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Jun 12, 2025 · Artificial Intelligence

Why Large Reasoning Models Collapse Under Complex Tasks: Insights from Apple’s Study

Apple’s research reveals that large reasoning models, despite sophisticated self‑reflection mechanisms, experience a complete performance collapse when problem complexity exceeds a threshold, highlighting fundamental limits in their ability to achieve generalized reasoning.

AI evaluationlarge reasoning modelsmodel limitations
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Why Large Reasoning Models Collapse Under Complex Tasks: Insights from Apple’s Study