CrawlCheck
Glossary · Answer engines and retrieval

information gain

A ranking concept with a Google patent lineage: a document is scored for what it adds beyond the documents the user, or the retrieval set, has already seen. It explains a pattern visible from outside, that a page restating the consensus answer loses to a page contributing a figure, a method, or a dated observation nobody else has.

What information gain does not show

The score itself is not observable from outside an engine, so it is a working explanation, not a measurement, and CrawlCheck does not claim to compute it.

Terms this definition uses

retrieval

Related terms in Answer engines and retrieval

How a generated answer gets made, and what your page is competing for inside it.

AEO · GEO · AI visibility score · share of voice · prompt set · brand mention · RAG · grounding · training data · embedding · chunking · context window · token · hallucination · refusal · AI Overview · answer engine · citation · retrieval · hallucinated attribution · Hybrid search · Re-ranking · Passage ranking · Query fan-out · Chunk boundary · BM25 · cross-encoder · AI Mode · dense retrieval

Questions about information gain

What is information gain?

A ranking concept with a Google patent lineage: a document is scored for what it adds beyond the documents the user, or the retrieval set, has already seen. It explains a pattern visible from outside, that a page restating the consensus answer loses to a page contributing a figure, a method, or a dated observation nobody else has.

What does information gain not show or guarantee?

The score itself is not observable from outside an engine, so it is a working explanation, not a measurement, and CrawlCheck does not claim to compute it.

Which area of the glossary does information gain belong to?

Answer engines and retrieval: How a generated answer gets made, and what your page is competing for inside it.

← AI Mode  ·  dense retrieval →

See it in the full glossary · 772 terms across 19 areas.

Free browser extension

See this on any site you visit, in one click.

CrawlCheck for Chrome grades every site you visit A–F and shows, from your own browser, what search engines and AI assistants are actually served. Free, no account.