Document 2:    As I said last year, especially to our younger transgender Americans, I will always have your back as your President, so you can be yourself and reach your God-given potential.    While it often appears that we never agree, that isn‚Äôt true. I signed 80 bipartisan bills into law last year    ----------------------------------------------------------------------------------------------------    Document 3:    A former top litigator in private practice. A former federal public defender. And from a family of public school educators and police officers. A consensus builderPreviousMultiQueryRetrieverNextEnsemble RetrieverGet startedUsing a vanilla vector store retrieverAdding contextual compression with an LLMChainExtractorMore built-in compressors: filtersLLMChainFilterEmbeddingsFilterCommunityDiscordTwitterGitHubPythonJS/TSMoreHomepageBlogCopyright ¬© 2023 LangChain, Inc.
One challenge with retrieval is that usually you don't know the specific queries your document storage system will face when you ingest data into the system. This means that the information most relevant to a query may be buried in a document with a lot of irrelevant text. Passing that full document through your application can lead to more expensive LLM calls and poorer responses.
One challenge with retrieval is that usually you don't know the specific queries your document storage system will face when you ingest data into the system. This means that the information most relevant to a query may be buried in a document with a lot of irrelevant text. Passing that full document through your application can lead to more expensive LLM calls and poorer responses. ->: Document 2:    As I said last year, especially to our younger transgender Americans, I will always have your back as your President, so you can be yourself and reach your God-given potential.    While it often appears that we never agree, that isn‚Äôt true. I signed 80 bipartisan bills into law last year    ----------------------------------------------------------------------------------------------------    Document 3:    A former top litigator in private practice. A former federal public defender. And from a family of public school educators and police officers. A consensus builderPreviousMultiQueryRetrieverNextEnsemble RetrieverGet startedUsing a vanilla vector store retrieverAdding contextual compression with an LLMChainExtractorMore built-in compressors: filtersLLMChainFilterEmbeddingsFilterCommunityDiscordTwitterGitHubPythonJS/TSMoreHomepageBlogCopyright ¬© 2023 LangChain, Inc.