Query Transformation Retrieval(QTR)

Rewrite or expand the user query before retrieval so embeddings land near relevant documents. HyDE generates a hypothetical answer document and embeds that to find real neighbors, multi-query expansion issues several reformulations and fuses the results, and step-back prompting abstracts the question to retrieve underlying principles first. These transformations give large zero-shot retrieval gains without training the retriever.