This inventor holds 1 USPTO granted patent. Top assignee: Harman Connected Services, Inc.. Active years: 2025.
Company Filing History:
Years Active: 2025
Title: Somdev Goswami: Innovator in Graph-Based Information Retrieval
Introduction
Somdev Goswami is a notable inventor based in Bengaluru, India. He has made significant contributions to the field of information retrieval, particularly in enhancing chatbot applications through innovative systems and methods.
Latest Patents
Somdev holds a patent titled "Systems and methods for graph-based dynamic information retrieval and synthesis." This patent focuses on improving the response generation of chatbot applications using large language models (LLMs). The disclosed methods involve receiving a user query, generating a query embedding, and accessing a knowledge graph that comprises nodes representing documents with associated document embeddings. A set of documents is retrieved based on similarity scores, and a distance matrix is constructed to calculate shortest-path distances between nodes. The documents are then clustered to identify the largest cluster from which content is retrieved to formulate a response. This invention enhances retrieval augmented generation (RAG) by leveraging the hierarchical relationships of a knowledge graph and node interconnectedness, providing contextually coherent information while mitigating the inclusion of irrelevant or superficially related documents in LLM responses. Somdev has 1 patent to his name.
Career Highlights
Somdev is currently employed at Harman Connected Services, Inc., where he continues to work on innovative solutions in the field of information technology. His expertise in dynamic information retrieval systems has positioned him as a valuable asset in his organization.
Collaborations
Some of Somdev's coworkers include Aakash Tatoba Walavalkar and Vaishnavi Shiwankar, who collaborate with him on various projects within the company.
Conclusion
Somdev Goswami's contributions to the field of graph-based information retrieval demonstrate his innovative spirit and commitment to advancing technology. His work continues to influence the development of more effective chatbot applications and information retrieval systems.