Morgan Stanley Services Group Inc.

Keon Park

Shailesh Gavankar

Abhijit Anant Naik

Sanket Jain

Afrid Mondal

Smart information retrieval is provided via artificial intelligence. Content stored in documents in a database is accessed and contextual chunks of individual ones of the documents are identified, wherein the contextual chunks include portions of content stored in the individual ones of the documents. Embeddings associated with the contextual chunks are generated and stored in a vector database. A plurality of relationships are defined among at least some of the contextual chunks and generates relational embeddings using the plurality of identified relationships. The relational embeddings are stored in a database. A query is received for information associated with at least some of the content and an embedding representing the query is generated. The embedding representing the query is transmitted to at least one large language model, and a response including at least some of the contextual chunks is received. The response is transmitted to a device associated with the query.

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Yonkers, NY, United States of America

Keon Park