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Encoders, Bi-Encoders, and Cross-Encoders/Rerankers Explained
Encoders come in three flavors: * Encoder only converts single texts into embeddings. * Bi-encoder encodes queries and documents separately * Cross-encoder: Compares queries and documents together - token-by-token. Modern versions leverage LLMs and instruction following. In practice, bi-encoders handle the retrieval stage, while cross-encoders ...
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