DeepSeek case shows how long reasoning can waste tokens

found a math error in the first paragraph, but then kept going through about five pages of . The available information does not show the exact math problem, the , or the real .

The ant point is that the model noticed a flaw early but did not stop or give a short conclusion. For , this kind of behavior can turn a bad input or blocked task into unnecessary cost.

Key points

  • caught a math error near the start.
  • It still continued for about five pages of .
  • The , exact task, and are not available.
  • need rules for stopping after a clear error is found.
  • Long can raise cost without improving the result.
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