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Journal AI and Learning

Why AI Makes Confident Mistakes and How to Check Its Answers

How to Recognize AI Hallucinations: Check Facts, Sources, Dates, Quotes and Numbers, Red Flags and Quick Facts in 60 Seconds

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Contents

  1. Factchecker Table #1 – Separate fact from explanation
  2. Table 2: Is there a source?
  3. Table 3 - does the source really say that?
  4. Table 4 - Is the date relevant?
  5. Table 5: Is there an independent confirmation?
  6. Seven red flags
  7. Check in 60 seconds
  8. Where you can not rely on one AI answer

A dangerous AI error often looks less like nonsense than a confident, detailed, and well-structured response. Therefore, it is not the style of confidence that should be checked, but the origin of the facts.

Factchecker Table #1 – Separate fact from explanation

Number, date, citation, study title, and legal rule are verifiable statements. Explanation and opinion require a different type of evaluation.

Table 2: Is there a source?

Don’t trust a link just because it looks academic. Open the material yourself.

Table 3 - does the source really say that?

This article may be misquoted. Check the relevant snippet, not the presence of the page as such.

Table 4 - Is the date relevant?

  • laws;
  • prices;
  • examination rules;
  • software;
  • company policies;
  • statistics.

Table 5: Is there an independent confirmation?

AdoptionMinimum inspection
Number.Initial report
QuoteOriginal text/video
StudyDOI or magazine
Rule.Official source

Seven red flags

  1. A very accurate figure without a source.
  2. A quote you can't find.
  3. Suspiciously perfect research.
  4. A strong conclusion on a controversial topic.
  5. Up-to-date information.
  6. The link goes wrong.
  7. The answer changes a lot after a slight reformulation.

Check in 60 seconds

  • Who says so?
  • When was it published?
  • Where's the primary source?
  • Any confirmation?
  • Has the context changed?

Where you can not rely on one AI answer

The DomainWhy the price of error is higher
Medicine.Health risks
RightRules depend on jurisdiction and date
Finance.Material consequences
SecurityRisk of real damage

One of the best questions for any confident-sounding answer is, “How do we know this?” The usefulness of this question does not depend on whether the text was written by a person or an algorithm.

What to read and do next

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