Jiashuo Liu is a research scientist with nine years of experience specializing in LLM data, evaluation, and robust ML systems, currently leading LLM auto-evaluation and pretraining work at ByteDance's Seed Team in Beijing. He holds a PhD from Tsinghua and has broad academic experience as a visiting researcher at Cambridge, Columbia Business School, and Stanford, where he focused on data-centric ML, robust optimization, and distributional robustness. His background blends rigorous theory and systems engineering—evident from contributions to Apache Pegasus where he improved backup, replication, and metadata resolution features for a high-performance key-value store. Comfortable moving between research and production, he has applied ML to healthcare, recommendation systems, and model stability evaluation, and brings a knack for making complex evaluation pipelines dependable and scalable.
9 years of coding experience
Doctor of Philosophy - PhD, Computer Science, GPA: 3.97/4.0 Rank: 3/129, Doctor of Philosophy - PhD, Computer Science, GPA: 3.97/4.0 Rank: 3/129 at 清华大学
Visiting Student Researcher, Management Science and Engineering, Visiting Student Researcher, Management Science and Engineering at Stanford University
Apache Pegasus - A horizontally scalable, strongly consistent and high-performance key-value store
Role in this project:
Back-end Developer
Contributions:502 reviews, 289 commits, 104 PRs in 3 years 6 months
Contributions summary:Jiashuo primarily contributed to refactoring and extending the shell command implementations, particularly those related to backup policies, table environments, and general replication configuration. Their work involved modifying existing code, adding new APIs, and incorporating performance statistics, demonstrating a focus on system maintainability and feature enhancement. Furthermore, the user added support for resolving metadata through DNS and various improvements in the codebase.
Contributions:217 pushes, 45 branches in 1 year 8 months
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