Text vs. K-Graphs: Why Your Multi-RAG System is Failing

The Failure of CoT: "Rationalization Trap". Text vs. Graphs: Why Your Multi-RAG System is Failing. All rights w/ authors: Exploring Knowledge Conflicts for Faithful LLM Reasoning: Benchmark and Method Tianzhe Zhao School of Computer Science and Technology, Xi’an Jiaotong University Xi’an, China ztz8758@foxmail.com Jiaoyan Chen Department of Computer Science, The University of Manchester Manchester, United Kindom jiaoyan.chen@manchester.ac.uk Shuxiu Zhang Hunan University Changsha, China zsx@hun.edu.cn Haiping Zhu School of Computer Science and Technology, Xi’an Jiaotong University Xi’an, China zhuhaiping@xjtu.edu.cn Qika Lin∗ National University of Singapore Singapore, Singapore linqika@nus.edu.sg Jun Liu∗ School of Computer Science and Technology, Xi’an Jiaotong University Xi’an, China liukeen@xjtu.edu.cn #aiexplained #enjoy #scienceexplained #artificialintelligence