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2025-06-07

Apple study finds "a fundamental scaling limitation" in reasoning models' thinking abilities

A new Apple study shows that current reasoning models such as Claude 3.7 Thinking or Deepseek-R1 not only fail with complex logic tasks, but paradoxically even think less with increasing difficulty. The models show three levels of performance: for simple tasks, classic language models without a special thinking function are more precise; for medium complexity, reasoning models have advantages; for high complexity, all models break down completely - regardless of the available computing budget. The researchers speak of a fundamental scaling limit of the reasoning approach and do not see any generalizable problem-so [...]</p>
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