Glossary · Term

hard negative

← all terms

Definition

Plain language

A document that looks relevant to a question but doesn't actually contain the answer.

As stated in the literature

In retrieval and contrastive learning, a candidate that is superficially similar to the target but is not a correct match; used to stress-test whether a system genuinely verifies evidence.

Also called: hard negatives

Why it matters: These tempting look-alikes test whether a system really verifies its evidence or just grabs whatever superficially matches.

For example, a search returns an article titled almost exactly like the question but which never actually states the answer.

Heard on the show

“And some are what's called "hard negatives" — documents that look plausibly relevant, that share words and themes with the question, but that don't actually contain the answer.”
Episode 092 — When Search Agents Don't Really Search: The Memory Shortcut Hiding in Browsing Benchmarks