NAVIGATION
Definition

Cross-Encoder

A Cross-Encoder is a neural network architecture used in information retrieval that processes the query and the candidate document together as a single input sequence, computing attention across both to produce a highly accurate relevance score.

Frequently Asked Questions

What is the difference between a Bi-Encoder and a Cross-Encoder?

A Bi-Encoder embeds queries and documents separately (used for fast vector search). A Cross-Encoder embeds them together, which is slow but highly accurate.

Why not use Cross-Encoders for the initial retrieval phase?

Because processing millions of documents through a Cross-Encoder for every query is too computationally slow. It is only viable for reranking a small candidate set (e.g. top 50).

Quick Facts

  • CategoryInformation Retrieval
  • Key ApplicationRAG reranking, document classification, and similarity scoring.

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