Encoder

• Cross-Encoder

  Neural architecture jointly encoding query-document pairs for accurate relevance scoring; used for reranking retrieved candidates from first-stage retrieval.

• Bi-Encoder

  Neural architecture encoding query and document independently into separate embeddings, enabling fast retrieval via approximate nearest-neighbour search.