Jing Guo

Title: Innovations by Jing Guo: Pioneering LLM-Based Systems and Resource Allocation

Introduction

Jing Guo is an accomplished inventor based in Xi'an, China. He has made significant contributions to the fields of data cataloging and resource allocation in cloud computing. With a total of 3 patents, his work focuses on enhancing user engagement and optimizing resource management through innovative technologies.

Latest Patents

One of Jing Guo's latest patents is the "LLM-based recommender system for data catalog." This system utilizes probabilistic methods to create coherent responses, addressing the challenge of 'LLM hallucination.' By incorporating asset metadata into the prompts for the LLM, the system enhances its understanding of available assets. The design includes a limited set of candidate assets in the prompt template, which helps mitigate hallucination issues. The system allows for multiple rounds of interaction, fostering dynamic user engagement. The output is a recommended asset list that is both accurate and interpretable, thanks to the LLM's advanced context understanding.

Another notable patent is focused on "Resource allocation in a cloud computing system based on predictions of workload probability parameters." This invention outlines a method for allocating resources by analyzing historical workload data and predicting future workload parameters. The approach ensures that resources are allocated efficiently to meet quality of service (QoS) requirements for various applications. By balancing current resources with predicted needs, the system optimizes performance and reliability.

Career Highlights

Jing Guo is currently employed at SAP SE, where he continues to develop innovative solutions that address complex challenges in technology and data management. His expertise in LLM systems and resource allocation has positioned him as a key contributor in his field.

Collaborations

Jing Guo collaborates with talented colleagues, including Ming Yan and Jingtao Li, who contribute to the innovative environment at SAP SE. Their combined efforts enhance the development of cutting-edge technologies.

Conclusion

Jing Guo's contributions to the fields of data cataloging and resource allocation demonstrate his commitment to innovation. His patents reflect a deep understanding of technology and its applications, paving the way for future advancements in these areas.