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Just so it is consistent with other `VectorStore` classes. This is a follow-up of #6056 which also discussed the potential of adding `similarity_search_by_vector_returning_embeddings` that we will continue the discussion here. potentially related: #6286 #### Who can review? Tag maintainers/contributors who might be interested: @rlancemartin <!-- For a quicker response, figure out the right person to tag with @ @hwchase17 - project lead Tracing / Callbacks - @agola11 Async - @agola11 DataLoaders - @eyurtsev Models - @hwchase17 - @agola11 Agents / Tools / Toolkits - @hwchase17 VectorStores / Retrievers / Memory - @dev2049 -->