Xiao, Yilin

1. A Survey of Graph Retrieval-Augmented Generation for Customized Large Language Models
   2025/01/21 by Qinggang Zhang, Shengyuan Chen, Zhang, Qinggang +18 · 19 citations
   Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Natural Language Processing Techniques #Topic Modeling
2. GraphRAG-Bench: Challenging Domain-Specific Reasoning for Evaluating Graph Retrieval-Augmented Generation
   2025/06/03 by Yilin Xiao, Junnan Dong, Xiao, Yilin +13 · 8 citations
   Computer Science · #Topic Modeling #Advanced Graph Neural Networks #Multimodal Machine Learning Applications
3. Each Graph is a New Language: Graph Learning with LLMs
   2025/01/20 by Zhou, Huachi, Du, Jiahe, Zhou, Chuang +4 · 5 citations
   #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
4. FaithfulRAG: Fact-Level Conflict Modeling for Context-Faithful Retrieval-Augmented Generation
   2025/06/10 by Qinggang Zhang, Zhang, Qinggang, Zhiyi Xiang +10 · 7 citations
   Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Information Retrieval and Search Behavior #Multimodal Machine Learning Applications #Topic Modeling
5. Benchmarking LLMs' Mathematical Reasoning with Unseen Random Variables Questions
   2025/01/20 by Zijin Hong, Hong, Zijin, Hao Wu +19 · 3 citations
   Computer Science · #Natural Language Processing Techniques #Topic Modeling
6. LinearRAG: Linear Graph Retrieval Augmented Generation on Large-scale Corpora
   2025/10/11 by Shengyuan Chen, Zhuang, Luyao, Yilin Xiao +12 · 4 citations
   Computer Science · #Topic Modeling #Advanced Graph Neural Networks #Multimodal Machine Learning Applications
7. You Don't Need Pre-built Graphs for RAG: Retrieval Augmented Generation with Adaptive Reasoning Structures
   2025/08/08 by Shengyuan Chen, Chuang Zhou, Chen, Shengyuan +14 · 4 citations
   Computer Science · #Topic Modeling #Intelligent Tutoring Systems and Adaptive Learning #Natural Language Processing Techniques