Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning

2 October 2023

Papers citing "Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning"

35 / 35 papers shown

Title
SKG-LLM: Developing a Mathematical Model for Stroke Knowledge Graph Construction Using Large Language Models Ali Sarabadani Kheirolah Rahsepar Fard Hamid Dalvand 44 0 0 09 Mar 2025
Personalized Causal Graph Reasoning for LLMs: A Case Study on Dietary Recommendations Zhongqi Yang Amir M. Rahmani 29 0 0 28 Feb 2025
Learning to Retrieve and Reason on Knowledge Graph through Active Self-Reflection Han Zhang Langshi Zhou Hanfang Yang LRM RALM ReLM KELM 73 1 0 24 Feb 2025
FiDeLiS: Faithful Reasoning in Large Language Model for Knowledge Graph Question Answering Yuan Sui Yufei He Nian Liu Xiaoxin He Kun Wang Bryan Hooi LRM 47 10 0 20 Feb 2025
Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study Over Open-ended Question Answering Yuan Sui Yufei He Zifeng Ding Bryan Hooi HILM ELM RALM 64 7 0 20 Feb 2025
KnowPath: Knowledge-enhanced Reasoning via LLM-generated Inference Paths over Knowledge Graphs Qi Zhao Hongyu Yang Qi Song Xinwei Yao Xiangyang Li 43 0 0 17 Feb 2025
Knowledge Graph Enhanced Language Agents for Recommendation Taicheng Guo Chaochun Liu Hai Wang Varun Mannam Fang Wang Xin Chen Xiangliang Zhang Chandan K. Reddy 38 2 0 28 Jan 2025
Large Language Models-guided Dynamic Adaptation for Temporal Knowledge Graph Reasoning Jiapu Wang Kai Sun Linhao Luo Wei Wei Yongli Hu Alan Wee-Chung Liew Shirui Pan Baocai Yin 47 5 0 31 Dec 2024
KARPA: A Training-free Method of Adapting Knowledge Graph as References for Large Language Model's Reasoning Path Aggregation Siyuan Fang Kaijing Ma Tianyu Zheng Xinrun Du Ningxuan Lu Ge Zhang Qingkun Tang RALM KELM LRM 61 1 0 31 Dec 2024
Paths-over-Graph: Knowledge Graph Empowered Large Language Model Reasoning Xingyu Tan Xiaoyang Wang Qing Liu Xiwei Xu Xin Yuan Wenjie Zhang LRM 51 2 0 18 Oct 2024
Knowledge-Aware Query Expansion with Large Language Models for Textual and Relational Retrieval Yu Xia Junda Wu Sungchul Kim Tong Yu Ryan A. Rossi Haoliang Wang Julian McAuley 26 3 0 17 Oct 2024
Pyramid-Driven Alignment: Pyramid Principle Guided Integration of Large Language Models and Knowledge Graphs Lei Sun Xinchen Wang Youdi Li RALM 29 0 0 16 Oct 2024
RuleRAG: Rule-Guided Retrieval-Augmented Generation with Language Models for Question Answering Zhongwu Chen Chengjin Xu Dingmin Wang Zhen Huang Yong Dou Xuhui Jiang Jian Guo RALM 71 1 0 15 Oct 2024
Combining LLMs and Knowledge Graphs to Reduce Hallucinations in Question Answering Larissa Pusch Tim O. F. Conrad 30 0 0 06 Sep 2024
MathLearner: A Large Language Model Agent Framework for Learning to Solve Mathematical Problems Johann Felipe Gonzalez Donglin Liu Haoran Yan Wenjie Wu Zongyang Liu LRM 29 1 0 03 Aug 2024
Unveiling LLM Mechanisms Through Neural ODEs and Control Theory Yukun Zhang Qi Dong 29 0 0 23 Jun 2024
What Did I Do Wrong? Quantifying LLMs' Sensitivity and Consistency to Prompt Engineering Federico Errica G. Siracusano D. Sanvito Roberto Bifulco 67 19 0 18 Jun 2024
EWEK-QA: Enhanced Web and Efficient Knowledge Graph Retrieval for Citation-based Question Answering Systems Mohammad Dehghan Mohammad Ali Alomrani Sunyam Bagga David Alfonso-Hermelo Khalil Bibi ... Jimmy Lin Boxing Chen Prasanna Parthasarathi Mahdi Biparva Mehdi Rezagholizadeh RALM 42 5 0 14 Jun 2024
Graph Neural Network Enhanced Retrieval for Question Answering of LLMs Zijian Li Qingyan Guo Jiawei Shao Lei Song Jiang Bian Jun Zhang Rui Wang RALM 27 11 0 03 Jun 2024
HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models Bernal Jiménez Gutiérrez Yiheng Shu Yu Gu Michihiro Yasunaga Yu-Chuan Su RALM CLL 48 27 0 23 May 2024
KG-RAG: Bridging the Gap Between Knowledge and Creativity Diego Sanmartin RALM 34 35 0 20 May 2024
From Matching to Generation: A Survey on Generative Information Retrieval Xiaoxi Li Jiajie Jin Yujia Zhou Yuyao Zhang Peitian Zhang Yutao Zhu Zhicheng Dou 3DV 58 36 0 23 Apr 2024
Evaluating the Factuality of Large Language Models using Large-Scale Knowledge Graphs Xiaoze Liu Feijie Wu Tianyang Xu Zhuo Chen Yichi Zhang Xiaoqian Wang Jing Gao HILM 33 8 0 01 Apr 2024
Demystifying Chains, Trees, and Graphs of Thoughts Maciej Besta Florim Memedi Zhenyu Zhang Robert Gerstenberger Guangyuan Piao ... Aleš Kubíček H. Niewiadomski Aidan O'Mahony Onur Mutlu Torsten Hoefler AI4CE LRM 50 25 0 25 Jan 2024
Chain of History: Learning and Forecasting with LLMs for Temporal Knowledge Graph Completion Ruilin Luo Tianle Gu Haoling Li Junzhe Li Zicheng Lin Jiayi Li Yujiu Yang AI4CE 15 7 0 11 Jan 2024
Large Language Models for Scientific Synthesis, Inference and Explanation Yizhen Zheng Huan Yee Koh Jiaxin Ju A. T. Nguyen Lauren T. May Geoffrey I. Webb Shirui Pan ELM 34 30 0 12 Oct 2023
Faithful Question Answering with Monte-Carlo Planning Ruixin Hong Hongming Zhang Honghui Zhao Dong Yu Changshui Zhang ReLM LRM 49 19 0 04 May 2023
Rethinking with Retrieval: Faithful Large Language Model Inference Hangfeng He Hongming Zhang Dan Roth KELM LRM 138 151 0 31 Dec 2022
Knowledge-in-Context: Towards Knowledgeable Semi-Parametric Language Models Xiaoman Pan Wenlin Yao Hongming Zhang Dian Yu Dong Yu Jianshu Chen KELM 189 22 0 28 Oct 2022
Entailer: Answering Questions with Faithful and Truthful Chains of Reasoning Oyvind Tafjord Bhavana Dalvi Peter Clark ReLM KELM LRM 54 52 0 21 Oct 2022
DecAF: Joint Decoding of Answers and Logical Forms for Question Answering over Knowledge Bases Donghan Yu Shenmin Zhang Patrick K. L. Ng Henghui Zhu A. Li J. Wang Yiqun Hu William Wang Zhiguo Wang Bing Xiang 149 76 0 30 Sep 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 297 3,163 0 21 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 315 8,261 0 28 Jan 2022
RnG-KBQA: Generation Augmented Iterative Ranking for Knowledge Base Question Answering Xi Ye Semih Yavuz Kazuma Hashimoto Yingbo Zhou Caiming Xiong 139 137 0 17 Sep 2021
Improving Multi-hop Knowledge Base Question Answering by Learning Intermediate Supervision Signals Gaole He Yunshi Lan Jing Jiang Wayne Xin Zhao Ji-Rong Wen 105 150 0 11 Jan 2021