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Can You Trust a Model’s Stated Reasoning?

A chain of thought looks like an explanation, and that resemblance is doing a lot of unearned work. The published tests ask a narrower and more answerable question: if you change what actually drove…

Fact-Checking What an AI Told You

Checking everything is not a strategy anybody sustains. Checking the three classes of claim that are wrong most often takes about five minutes and catches the errors that cost you something.

  • Underline crucial claims spanning three to six sentences
  • Verify each proper noun accompanying specific facts
  • Analyze reasoning behind the central claim

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