Raunak Swarnkar

Title: Innovations by Raunak Swarnkar in Document Analysis for Banking

Introduction

Raunak Swarnkar is an accomplished inventor based in Gandhinagar, India. He has made significant contributions to the field of document analysis, particularly in the banking industry. With two patents to his name, his work focuses on enhancing due diligence processes through innovative ranking methods.

Latest Patents

Raunak's latest patents include "Contextual interestingness ranking of documents for due diligence in the banking industry with entity grouping" and "Contextual interestingness ranking of documents for due diligence in the banking industry with topicality grouping." Both patents address the need for efficient analysis of documents related to financial crimes. In these approaches, documents are ranked by examining their topicality and sentiment. The first method involves classifying documents to determine their category and using entity recognition to identify subjects of interest. Passages related to these entities are grouped and analyzed for sentiment, generating a sentiment score that informs the ranking. The second method computes a classification probability score for each passage, representing the likelihood that it relates to a category of interest. This method also utilizes an ensemble of natural language text classifiers, including a naïve Bayes classifier with feature vectors generated using Word2Vec modeling.

Career Highlights

Raunak Swarnkar is currently employed at International Business Machines Corporation, commonly known as IBM. His role involves leveraging his expertise in document analysis to develop innovative solutions for the banking sector. His work has been instrumental in improving the efficiency and accuracy of due diligence processes.

Collaborations

Raunak collaborates with talented professionals such as Mandar Mutalikdesai and Arjun Das. Together, they work on advancing technologies that enhance document analysis and sentiment evaluation.

Conclusion

Raunak Swarnkar's contributions to the field of document analysis are noteworthy. His innovative patents reflect a deep understanding of the challenges faced in the banking industry. Through his work at IBM, he continues to push the boundaries of technology in this critical area.