Company Filing History:
Years Active: 2025
Title: German Kruszewski: Innovator in Energy-Based Models and Text Detection
Introduction
German Kruszewski is a notable inventor based in Saint Mandé, France. He has made significant contributions to the fields of energy-based models and machine-generated text detection. With a total of 2 patents, his work reflects a commitment to advancing technology and innovation.
Latest Patents
Kruszewski's latest patents include a system for sampling from discrete energy-based models with a quality/efficiency trade-off. This sampling system utilizes an energy-based model (EBM) to generate non-negative scores for inputs with discrete classifications. The sampling module generates samples from the EBM's probability distribution, setting acceptance probabilities based on various factors, including the sample's score and a proposal distribution.
Another significant patent is a computer-implemented method for the distributional detection of machine-generated text. This method involves computing long-repeated substrings within a collection of documents, allowing for the identification of machine-generated documents. By training classifiers on both machine-generated and human-authored documents, the method effectively detects the extent to which a document is machine-generated.
Career Highlights
German Kruszewski is currently employed at Naver Corporation, where he continues to innovate and develop new technologies. His work has garnered attention for its practical applications in various fields, particularly in artificial intelligence and machine learning.
Collaborations
Kruszewski collaborates with talented individuals such as Hady Elsahar and Matthias Galle. These partnerships enhance the quality and impact of his work, fostering an environment of creativity and innovation.
Conclusion
German Kruszewski stands out as an influential inventor whose patents contribute to the advancement of technology in energy-based models and text detection. His ongoing work at Naver Corporation and collaborations with esteemed colleagues further solidify his role in the innovation landscape.