Company Filing History:
Years Active: 2025
Title: Innovations of Joel David Stremmel
Introduction
Joel David Stremmel is an accomplished inventor based in Iowa City, IA. He has made significant contributions to the field of machine learning and document classification. With a total of two patents to his name, Stremmel is recognized for his innovative approaches to improving question-answer systems.
Latest Patents
Stremmel's latest patents include "Generation of synthetic question-answer pairs using a document classifier" and "Systems and methods for processing machine learning language model classification outputs via text block masking." The first patent focuses on enhancing QA machine learning model training through various methods, including generating structured label-explanation datasets and synthetic QA training datasets. The second patent addresses the processing of document classification system outputs by utilizing masked document data objects, which helps in identifying the most influential text blocks for classification.
Career Highlights
Stremmel is currently employed at UnitedHealth Group Incorporated, where he applies his expertise in machine learning and document classification. His work has contributed to advancements in healthcare technology and data processing.
Collaborations
Some of Stremmel's notable coworkers include Eran Halperin and Brian Hill, who collaborate with him on various projects within the company.
Conclusion
Joel David Stremmel's innovative work in machine learning and document classification has led to significant advancements in the field. His contributions continue to shape the future of technology and improve systems that rely on effective data processing.