From Better answers, not prettier words.Issue published Aug 7, 2026

Polished wording can fool an AI checker.

Published August 3 · revised August 4, 2026Read first

What it saysWhen the same substance was written in different styles, judges changed their preferences. A style-aware checking step helped separate the content from its presentation.

Why it mattersAn answer should not get credit for sounding better when its facts are unchanged.

Try thisWrite two versions of an answer with the same facts but different styles.

How to use it

Suggested steps

  1. Write two versions of an answer with the same facts but different styles.
  2. Check whether the factual score changes.
  3. Separate the accuracy question from the writing-quality question.
One answer, two questionsConceptual explanation · Evals Weekly
CheckWhat to look for
Are its facts correct?Check the evidence
Is it easy to read?Check the writing

Keep in mind Style matters for readability; the point is to stop it distorting unrelated scores.

A quick check for yourself

What is the practical lesson?

Show answer

An answer should not get credit for sounding better when its facts are unchanged.

Source & why it’s here

Style Wins, Substance Loses (opens in a new tab)

Original issue reading order, preserved from the archive.