2 papers
cs.CL2025
Facilitating Long Context Understanding via Supervised Chain-of-Thought Reasoning
Jingyang Lin, Andy Wong, Tian Xia +4
Recent advances in Large Language Models (LLMs) have enabled them to process increasingly longer sequences, ranging from 2K to 2M tokens and even beyond. However, simply extending…
cs.CL2025
Systematic Evaluation of LLM-as-a-Judge in LLM Alignment Tasks: Explainable Metrics and Diverse Prompt Templates
Hui Wei, Shenghua He, Tian Xia +4
LLM-as-a-Judge has been widely applied to evaluate and compare different LLM alignmnet approaches (e.g., RLHF and DPO). However, concerns regarding its reliability have emerged, du…