3 papers
cs.LG2026
EXACT: Explicit Attribute-Guided Decoding-Time Personalization
Xin Yu, Hanwen Xing, Lingzhou Xue
Achieving personalized alignment requires adapting large language models to each user's evolving context. While decoding-time personalization offers a scalable alternative to train…
cs.CL2024
Chain of Stance: Stance Detection with Large Language Models
Junxia Ma, Changjiang Wang, Hanwen Xing +2
Stance detection is an active task in natural language processing (NLP) that aims to identify the author's stance towards a particular target within a text. Given the remarkable la…
cs.CL2024
Enhancing Retrieval-Augmented LMs with a Two-stage Consistency Learning Compressor
Chuankai Xu, Dongming Zhao, Bo Wang +1
Despite the prevalence of retrieval-augmented language models (RALMs), the seamless integration of these models with retrieval mechanisms to enhance performance in document-based t…