This inventor holds 1 USPTO granted patent and 2 published patent applications. Top assignee: Microsoft Technology Licensing, LLC. Active years: 2026.
Company Filing History:
Years Active: 2026
Title: Jiantao Pan - Innovator in Dataset Clustering and Evaluation
Introduction
Jiantao Pan is a notable inventor based in Lynnwood, WA (US). He has made significant contributions to the field of dataset clustering and evaluation. His innovative approach has led to the development of improved solutions that enhance the efficiency and effectiveness of clustering tasks.
Latest Patents
Jiantao Pan holds a patent for "Dataset clustering and evaluation." This patent discloses methods for clustering a set of documents into distinct clusters using a language model in an iterative process. The approach includes providing current cluster titles and descriptions in the language model prompt to avoid near-duplications. Once the clusters are deemed sufficiently complete and representative, the focus shifts to classifying the documents into these clusters. The classification process continues until a satisfactory percentage of the documents is classified. Some examples of this method utilize batching to prevent overloading the language model(s), and different language models may be employed for clustering and classification. Additionally, intruder detection is used to assess the quality of the clustering, resulting in superior performance, particularly for classifying documents with minimal configuration control, such as consumer feedback from websites.
Career Highlights
Jiantao Pan is currently associated with Microsoft Technology Licensing, LLC, where he applies his expertise in dataset clustering and evaluation. His work has been instrumental in advancing the capabilities of language models in processing and classifying large sets of documents.
Collaborations
Jiantao has collaborated with notable colleagues, including Julia S McANALLEN and Girish Kumar. Their combined efforts contribute to the innovative projects at Microsoft Technology Licensing, LLC.
Conclusion
Jiantao Pan's contributions to dataset clustering and evaluation demonstrate his commitment to innovation in the field. His patent reflects a significant advancement in the use of language models for document classification, showcasing his expertise and dedication to improving technology.