4 papers
ShanLiangRen: A Nutrition Agent for Personalized Daily Meal Planning
Miao Xie, Xiao Zhang, Yuan Wang +2
Dietary nutrition planning plays an important role in chronic disease management and maintaining a healthy body. In applications, it must simultaneously satisfy personalized constr…
MC-RAG System: A Structure-Driven RAG System for Multi-Constraint Queries
Xiao Zhang, Yang Wan, Yi Li +2
Retrieval-Augmented Generation (RAG) systems are widely adopted in question answering, yet they often fail to satisfy complex multi-constraint queries, leading to constraint violat…
Structure Guided Retrieval-Augmented Generation for Factual Queries
Miao Xie, Xiao Zhang, Yi Li +1
Retrieval-Augmented Generation (RAG) has been proposed to mitigate hallucinations in large language models (LLMs), where generated outputs may be factually incorrect. However, exis…
A Component-Based Survey of Interactions between Large Language Models and Multi-Armed Bandits
Siguang Chen, Chunli Lv, Miao Xie
Large language models (LLMs) have become powerful and widely used systems for language understanding and generation, while multi-armed bandit (MAB) algorithms provide a principled…