Query Transformations

This code implements three query transformation techniques to enhance the retrieval process in Retrieval-Augmented Generation (RAG) systems: 1. Query Rewriting 2. Step-back Prompting 3. Sub-query Decomposition Each technique aims to improve the relevance and comprehensiveness of retrieved information by modifying or expanding the original query.

RAG systems often face challenges in retrieving the most relevant information, especially when dealing with complex or ambiguous queries. These query transformation techniques address this issue by reformulating queries to better match relevant documents or to retrieve more comprehensive information.