AI摘要为什么可能改变原文的立场? / How Can an AI Summary Change the Position of the Original?

Judgment in the Age of AI · Article 24

A summary does more than reduce word count; it reallocates attention. It may emphasise conclusions, compress evidence, remove objections and turn tentative language into certainty. The result need not be obviously false to make the author appear simpler and more absolute than the original.

Run a compression-loss test

Compressed element Possible distortion
Qualifications “In some circumstances” becomes a universal conclusion
Strength of evidence Correlation becomes causation
Opposing views A disputed issue appears settled
Authorial tone A hypothesis, suggestion or question becomes an assertion
Order of argument The conclusion is detached from the conditions that produced it

Compare claims, not merely length

Extract three to five central sentences from the summary and locate support in the original. Search especially for “but”, “however”, “may”, “limitation” and “unless”. Rewrite any confident summary sentence that lacks equally strong wording in the source.

A two-summary method for long texts

  1. Generate a summary of the author’s claims
  2. Generate a separate summary of evidence and limitations
  3. Have a person check whether both preserve the same boundaries

A good summary is not simply shorter. It preserves the force and limits of the original while becoming shorter.

References


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