Why “delve” won't die

One word, three training incentives, and why it survives every prompt telling the model to avoid it.

ciopinno··1 min read

"Delve" is the most-flagged AI tell, and it is remarkably resistant to removal. Here is the mechanism.

Three reasons it persists

  1. Reward-model bias. Rateers rate "delve into" as more thorough than "look at".
  2. Register matching. The word signals academic tone, which models over-associate with quality.
  3. Prompt leakage. Telling a model "don't use delve" raises the token's salience.

The test

We asked five models to write "avoiding overused AI vocabulary." Three used delve in the first paragraph anyway.

Why “delve” won't die · Hamlet