Company Filing History:
Years Active: 2024-2025
Title: Innovations of Inventor Xin Xu
Introduction
Xin Xu is a prominent inventor based in San Jose, California. He has made significant contributions to the field of technology, particularly in machine learning and chatbot systems. With a total of seven patents to his name, Xu continues to push the boundaries of innovation.
Latest Patents
One of Xu's latest patents is titled "Training data generation to facilitate fine-tuning embedding models." This patent outlines techniques for generating training data that aids in fine-tuning embedding models. The process involves obtaining training data that includes anchor utterances, generating positive and negative utterances from these anchors, and forming tuples that consist of the anchor utterances along with the generated utterances. The embeddings for these tuples are then created, allowing for the fine-tuning of a pre-trained embedding model, which can subsequently be deployed in various systems.
Another notable patent is "Fast and scalable multi-tenant serve pool for chatbots." This patent describes techniques for establishing a scalable multi-tenant serve pool specifically designed for chatbot systems. The query serving system (QSS) receives requests to serve queries for new skillbots. It comprises multiple deployments, each hosting various machine-learning models associated with different skillbots. The QSS selects a deployment based on specific criteria and loads the relevant machine-learning model to serve the query effectively.
Career Highlights
Xin Xu is currently employed at Oracle International Corporation, where he applies his expertise in machine learning and artificial intelligence. His work at Oracle has allowed him to develop innovative solutions that enhance the capabilities of chatbot systems and improve user interactions.
Collaborations
Throughout his career, Xu has collaborated with talented individuals, including Vishal Vishnoi and Srinivasa Phani Kumar Gadde. These collaborations have contributed to the successful development of his patented technologies.
Conclusion
Xin Xu's contributions to the field of technology through his patents and work at Oracle International Corporation highlight his role as an influential inventor. His innovative approaches to machine learning and chatbot systems continue to shape the future of technology.