Guide

When AI Gets It Wrong: Addressing AI Hallucinations and Bias

MIT Sloan Teaching & Learning Technologies · mitsloanedtech.mit.edu

A trusted institutional primer on why hallucinations happen and practical mitigations.

It answers 2 questions

  1. How do I fact-check AI answers and avoid hallucinations?
  2. How much should I trust AI market research, and how do I verify it before betting on it?

Read with it

  1. Six concrete habits, including deliberately asking the model for contradicting evidence. forbes.com Article 6 Proven Ways To Fact Check AI Accuracy And Verify Answers Forbes Technology Council
  2. OpenAI's own research on why models bluff: training rewards guessing over admitting uncertainty. openai.com Article Why language models hallucinate OpenAI
  3. Video Why Large Language Models Hallucinate Martin Keen, IBM Technology
  4. Video OpenAI Explains: Why Language Models Hallucinate & How to Reduce Them YouTube AI explainer
  5. Researchers debate what the hallucination paper actually means for everyday users. ibm.com Podcast Why language models hallucinate (Mixture of Experts) IBM Mixture of Experts
  6. Video How to Fact-Check ChatGPT and Other AI Tools YouTube tutorial
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