Palak Samel

Title: Innovations of Palak Samel in Retrieval Augmented Generation Systems

Introduction

Palak Samel is an innovative inventor based in San Diego, CA. He has made significant contributions to the field of retrieval augmented generation systems. His work focuses on enhancing the efficiency and effectiveness of language models through advanced methodologies.

Latest Patents

Palak Samel holds a patent titled "Self-supervised retriever optimization via attention-derived feedback in retrieval augmented generation systems." This patent outlines a method for updating a retrieval augmented generation (RAG) system. The method involves receiving a user query and retrieving a set of datasets from an external knowledge base associated with a language model. The user query and retrieved datasets are provided to the language model as input tokens, which generates a response comprising output tokens. The system extracts cross-attention weights from the language model, indicating how much attention each output token paid to each input token. Using these weights, the system generates attention scores for each dataset and identifies a top-k set of most attended datasets. If the generated response is determined to be relevant to the user query, the top-k most attended datasets are labeled as positive examples. The system then updates its parameters to prioritize retrieving these positive examples for future queries, enabling continuous self-supervised improvement. Palak Samel has 1 patent to his name.

Career Highlights

Palak Samel is currently employed at Intuit, Inc., where he applies his expertise in developing innovative solutions. His work at Intuit focuses on improving user interactions with technology through advanced retrieval systems.

Collaborations

Palak collaborates with talented individuals such as Damien J Lopez and Wendi Cui, who contribute to the innovative environment at Intuit, Inc. Their teamwork fosters creativity and drives the development of cutting-edge technologies.

Conclusion

Palak Samel's contributions to retrieval augmented generation systems exemplify the impact of innovative thinking in technology. His patent and work at Intuit, Inc. highlight the importance of continuous improvement in user experience through advanced methodologies.