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"

46 / 46 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 31 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 153 1 0 24 Feb 2025
Mitigating Lost-in-Retrieval Problems in Retrieval Augmented Multi-Hop Question Answering Rongzhi Zhu Xiangyu Liu Zequn Sun Yiwei Wang Wei Hu LRM RALM KELM 85 1 0 21 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 54 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 70 7 0 20 Feb 2025
Grounding LLM Reasoning with Knowledge Graphs Alfonso Amayuelas Joy Prakash Sain Simerjot Kaur Charese Smiley 77 0 0 18 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
MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Xuejiao Zhao Siyan Liu Su-Yin Yang C. Miao 120 4 0 06 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 44 2 0 28 Jan 2025
A Survey of Graph Retrieval-Augmented Generation for Customized Large Language Models Qinggang Zhang Shengyuan Chen Yuanchen Bei Zheng Yuan Huachi Zhou Zijin Hong Junnan Dong Hao-Heng Chen Yi-Ju Chang Xiao Huang 3DV 66 7 0 21 Jan 2025
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 143 1 0 31 Dec 2024
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
LLM-based Discriminative Reasoning for Knowledge Graph Question Answering Mufan Xu K. Chen Xuefeng Bai Muyun Yang T. Zhao Min Zhang 80 1 0 17 Dec 2024
Simple Is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented Generation Mufei Li Siqi Miao Pan Li RALM 30 7 0 28 Oct 2024
Paths-over-Graph: Knowledge Graph Empowered Large Language Model Reasoning Xingyu Tan Xiaoyang Wang Qing Liu Xiwei Xu Xin Yuan Wenjie Zhang LRM 64 4 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 4 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 150 1 0 15 Oct 2024
Combining LLMs and Knowledge Graphs to Reduce Hallucinations in Question Answering Larissa Pusch Tim O. F. Conrad 38 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 44 1 0 03 Aug 2024
Unveiling LLM Mechanisms Through Neural ODEs and Control Theory Yukun Zhang Qi Dong 36 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 76 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 52 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 34 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 60 33 0 23 May 2024
KG-RAG: Bridging the Gap Between Knowledge and Creativity Diego Sanmartin RALM 44 36 0 20 May 2024
Improving Complex Reasoning over Knowledge Graph with Logic-Aware Curriculum Tuning Tianle Xia Liang Ding Guojia Wan Yibing Zhan Bo Du Dacheng Tao LRM 36 0 0 02 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 67 46 0 23 Apr 2024
A Preliminary Roadmap for LLMs as Assistants in Exploring, Analyzing, and Visualizing Knowledge Graphs Harry Li G. Appleby Ashley Suh 36 6 0 01 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 37 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 70 26 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 26 7 0 11 Jan 2024
Can Knowledge Graphs Reduce Hallucinations in LLMs? : A Survey Garima Agrawal Tharindu Kumarage Zeyad Alghami Huanmin Liu 37 81 0 14 Nov 2023
PREM: A Simple Yet Effective Approach for Node-Level Graph Anomaly Detection Junjun Pan Yixin Liu Yizhen Zheng Shirui Pan 34 18 0 18 Oct 2023
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 46 31 0 12 Oct 2023
Faithful Question Answering with Monte-Carlo Planning Ruixin Hong Hongming Zhang Honghui Zhao Dong Yu Changshui Zhang ReLM LRM 52 19 0 04 May 2023
Unraveling Privacy Risks of Individual Fairness in Graph Neural Networks He Zhang Xingliang Yuan Shirui Pan 25 11 0 30 Jan 2023
Rethinking with Retrieval: Faithful Large Language Model Inference Hangfeng He Hongming Zhang Dan Roth KELM LRM 141 156 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 191 22 0 28 Oct 2022
Entailer: Answering Questions with Faithful and Truthful Chains of Reasoning Oyvind Tafjord Bhavana Dalvi Peter Clark ReLM KELM LRM 62 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 172 79 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 314 3,237 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 355 8,457 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 146 138 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 120 186 0 11 Jan 2021