State Patent and Trademark Office

The United States Patent and Trademark Office (USPTO) manages a vast repository of patent and trademark data, increasingly leveraged for research and practical applications. Current research focuses on improving data analysis through advanced algorithms like entity resolution for disambiguating inventors and recommender systems coupled with large language models to automate patent response generation. This work enhances the efficiency of patent prosecution and provides valuable insights for patent analytics, contributing to both improved IP management and advancements in artificial intelligence research through the use of this publicly available dataset. The resulting improvements in data processing and automation have significant implications for researchers and practitioners alike.