33 citations · 36 across the 4 of their papers we have counts for
4 papers
A Statistical Framework for Ranking LLM-Based Chatbots
Siavash Ameli, Siyuan Zhuang, Ion Stoica +1
Large language models (LLMs) have transformed natural language processing, with frameworks like Chatbot Arena providing pioneering platforms for evaluating these models. By facilit…
JudgeBench: A Benchmark for Evaluating LLM-based Judges
Sijun Tan, Siyuan Zhuang, Kyle Montgomery +5
LLM-based judges have emerged as a scalable alternative to human evaluation and are increasingly used to assess, compare, and improve models. However, the reliability of LLM-based…
Composing MPC with LQR and Neural Network for Amortized Efficiency and Stable Control
Fangyu Wu, Guanhua Wang, Siyuan Zhuang +4
Model predictive control (MPC) is a powerful control method that handles dynamical systems with constraints. However, solving MPC iteratively in real time, i.e., implicit MPC, rema…
TeraPipe: Token-Level Pipeline Parallelism for Training Large-Scale Language Models
Zhuohan Li, Siyuan Zhuang, Shiyuan Guo +4
Model parallelism has become a necessity for training modern large-scale deep language models. In this work, we identify a new and orthogonal dimension from existing model parallel…