Meilin Liu

Title: Innovations of Meilin Liu in Log Parsing Technology

Introduction

Meilin Liu is an accomplished inventor based in Hangzhou, China. She has made significant contributions to the field of log parsing technology, particularly through her innovative methods that leverage large language models. Her work is characterized by a focus on cost-effectiveness and efficiency in processing log data.

Latest Patents

One of Meilin Liu's notable patents is a "Low-cost and zero-shot online log parsing method based on large language model." This patent outlines a method that begins with extracting content from log messages using regular expressions. It involves matching these logs with templates stored in a database. If a match is successful, the corresponding log sample is updated. In cases of failure, the method engages in dialogue with a large language model to generate a new log template. This process includes template correction, merging, and splitting to ensure accuracy and efficiency. The approach significantly enhances word parsing accuracy while reducing speed and cost compared to traditional methods.

Career Highlights

Meilin Liu is affiliated with Zhejiang University, where she continues to advance her research and development in log parsing technologies. Her work has garnered attention for its innovative approach and practical applications in various industries.

Collaborations

Meilin collaborates with esteemed colleagues such as Chen Zhi and Liye Cheng, contributing to a dynamic research environment that fosters innovation and creativity.

Conclusion

Meilin Liu's contributions to log parsing technology exemplify the intersection of innovation and practicality. Her patented methods not only improve accuracy but also offer significant advantages in terms of speed and cost. Her work continues to influence the field and inspire future advancements in technology.