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Graph-constrained Reasoning: Faithful Reasoning on Knowledge Graphs with Large Language Models

16 October 2024

Papers citing "Graph-constrained Reasoning: Faithful Reasoning on Knowledge Graphs with Large Language Models"

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Title
Graph of AI Ideas: Leveraging Knowledge Graphs and LLMs for AI Research Idea Generation Xian Gao Zongyun Zhang Mingye Xie Ting Liu Yuzhuo Fu 82 1 0 11 Mar 2025
Graph Retrieval-Augmented LLM for Conversational Recommendation Systems Zhangchi Qiu Linhao Luo Zicheng Zhao Xiaojun Jia Alan Wee-Chung Liew RALM 85 0 0 09 Mar 2025
Graph-Augmented Reasoning: Evolving Step-by-Step Knowledge Graph Retrieval for LLM Reasoning Wenjie Wu Yongcheng Jing Yingjie Wang Wenbin Hu Dacheng Tao RALM LRM 160 2 0 03 Mar 2025
G-Refer: Graph Retrieval-Augmented Large Language Model for Explainable Recommendation Yuhan Li Xinni Zhang Linhao Luo Heng Chang Yuxiang Ren Irwin King Jiajian Li 111 8 0 18 Feb 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 102 13 0 31 Dec 2024
Structured Extraction of Real World Medical Knowledge using LLMs for Summarization and Search Edward Kim Manil Shrestha Richard Foty Tom DeLay Vicki Seyfert-Margolis 155 1 0 16 Dec 2024
Plan-on-Graph: Self-Correcting Adaptive Planning of Large Language Model on Knowledge Graphs L. Chen Panrong Tong Zhongming Jin Ying Sun Jieping Ye Hui Xiong KELM RALM LRM 92 22 0 31 Oct 2024
Coarse-to-Fine Highlighting: Reducing Knowledge Hallucination in Large Language Models Qitan Lv Jie Wang Hanzhu Chen Bin Li Yongdong Zhang Feng Wu HILM 108 5 0 19 Oct 2024
Debate on Graph: a Flexible and Reliable Reasoning Framework for Large Language Models Jie Ma Zhitao Gao Qi Chai Wangchun Sun Pinghui Wang ... Jing Tao Lingyun Song Jun Liu Chen Zhang Lizhen Cui RALM 20 5 0 05 Sep 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 105 8 0 14 Jun 2024
EffiQA: Efficient Question-Answering with Strategic Multi-Model Collaboration on Knowledge Graphs Zixuan Dong Baoyun Peng Yufei Wang Jia Fu Xiaodong Wang Yongxue Shan Xin Zhou 70 4 0 03 Jun 2024
GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning Costas Mavromatis George Karypis RALM LRM ReLM 114 70 0 30 May 2024
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 138 11 0 22 May 2024
KG-Rank: Enhancing Large Language Models for Medical QA with Knowledge Graphs and Ranking Techniques Rui Yang Haoran Liu Edison Marrese-Taylor Qingcheng Zeng Yu He Ke ... Lechao Cheng Qingyu Chen James Caverlee Yutaka Matsuo Irene Li LM&MA AI4MH 83 34 0 09 Mar 2024
KnowAgent: Knowledge-Augmented Planning for LLM-Based Agents Yuqi Zhu Shuofei Qiao Yixin Ou Shumin Deng N. Zhang Shiwei Lyu Yue Shen Lei Liang Jinjie Gu Ningyu Zhang LLMAG LM&Ro 156 32 0 05 Mar 2024
Direct Evaluation of Chain-of-Thought in Multi-hop Reasoning with Knowledge Graphs Minh-Vuong Nguyen Linhao Luo Fatemeh Shiri Dinh Q. Phung Yuan-Fang Li Thuy-Trang Vu Gholamreza Haffari KELM LRM 55 13 0 17 Feb 2024
KG-Agent: An Efficient Autonomous Agent Framework for Complex Reasoning over Knowledge Graph Jinhao Jiang Kun Zhou Wayne Xin Zhao Yang Song Chen Zhu Hengshu Zhu Ji-Rong Wen LLMAG RALM 55 44 0 17 Feb 2024
Training Chain-of-Thought via Latent-Variable Inference Du Phan Matthew D. Hoffman David Dohan Sholto Douglas Tuan Anh Le Aaron T Parisi Pavel Sountsov Charles Sutton Sharad Vikram Rif A. Saurous BDL ReLM LRM 85 31 0 28 Nov 2023
Large Language Models Cannot Self-Correct Reasoning Yet Jie Huang Xinyun Chen Swaroop Mishra Huaixiu Steven Zheng Adams Wei Yu Xinying Song Denny Zhou ReLM LRM 84 487 0 03 Oct 2023
Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning Linhao Luo Yuan-Fang Li Gholamreza Haffari Shirui Pan RALM LRM 114 237 0 02 Oct 2023
Chain-of-Verification Reduces Hallucination in Large Language Models Shehzaad Dhuliawala M. Komeili Jing Xu Roberta Raileanu Xian Li Asli Celikyilmaz Jason Weston LRM HILM 47 202 0 20 Sep 2023
Knowledge-Driven CoT: Exploring Faithful Reasoning in LLMs for Knowledge-intensive Question Answering Keheng Wang Feiyu Duan Sirui Wang Peiguang Li Yunsen Xian Chuantao Yin Wenge Rong Zhang Xiong LRM KELM 97 85 0 25 Aug 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 400 12,076 0 18 Jul 2023
Unifying Large Language Models and Knowledge Graphs: A Roadmap Shirui Pan Linhao Luo Yufei Wang Chen Chen Jiapu Wang Xindong Wu KELM 133 784 0 14 Jun 2023
Graph Reasoning for Question Answering with Triplet Retrieval Shiyang Li Yifan Gao Hao Jiang Qingyu Yin Zheng Li Xifeng Yan Chao Zhang Bing Yin RALM ReLM 73 35 0 30 May 2023
Tree of Thoughts: Deliberate Problem Solving with Large Language Models Shunyu Yao Dian Yu Jeffrey Zhao Izhak Shafran Thomas Griffiths Yuan Cao Karthik Narasimhan LM&Ro LRM AI4CE 166 2,037 0 17 May 2023
StructGPT: A General Framework for Large Language Model to Reason over Structured Data Jinhao Jiang Kun Zhou Zican Dong Keming Ye Wayne Xin Zhao Ji-Rong Wen LRM LMTD RALM 109 299 0 16 May 2023
Towards Reasoning in Large Language Models: A Survey Jie Huang Kevin Chen-Chuan Chang LM&MA ELM LRM 152 644 0 20 Dec 2022
Reasoning with Language Model Prompting: A Survey Shuofei Qiao Yixin Ou Ningyu Zhang Xiang Chen Yunzhi Yao Shumin Deng Chuanqi Tan Fei Huang Huajun Chen ReLM ELM LRM 200 325 0 19 Dec 2022
UniKGQA: Unified Retrieval and Reasoning for Solving Multi-hop Question Answering Over Knowledge Graph Jinhao Jiang Kun Zhou Wayne Xin Zhao Ji-Rong Wen RALM 107 84 0 02 Dec 2022
Knowledge Is Flat: A Seq2Seq Generative Framework for Various Knowledge Graph Completion Chen Chen Yufei Wang Bing Li Kwok-Yan Lam 68 32 0 15 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 526 3,737 0 21 Mar 2022
Subgraph Retrieval Enhanced Model for Multi-hop Knowledge Base Question Answering Jing Zhang Yanling Wang Jifan Yu Jian Tang Jie Tang Cuiping Li Hong Chen 87 131 0 27 Feb 2022
From Discrimination to Generation: Knowledge Graph Completion with Generative Transformer Xin Xie Ningyu Zhang Zhoubo Li Shumin Deng Hui Chen Feiyu Xiong Mosha Chen Huajun Chen 69 96 0 04 Feb 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 850 9,683 0 28 Jan 2022
End-to-End Training of Multi-Document Reader and Retriever for Open-Domain Question Answering Devendra Singh Sachan Siva Reddy William L. Hamilton Chris Dyer Dani Yogatama OOD RALM 92 170 0 09 Jun 2021
QA-GNN: Reasoning with Language Models and Knowledge Graphs for Question Answering Michihiro Yasunaga Hongyu Ren Antoine Bosselut Percy Liang J. Leskovec RALM LMTD AI4MH LRM 63 598 0 13 Apr 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 202 197 0 11 Jan 2021
Autoregressive Entity Retrieval Nicola De Cao Gautier Izacard Sebastian Riedel Fabio Petroni 194 450 0 02 Oct 2020
What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams Di Jin Eileen Pan Nassim Oufattole W. Weng Hanyi Fang Peter Szolovits FaML ELM LM&MA 119 808 0 28 Sep 2020
Random Walks: A Review of Algorithms and Applications Xiwei Xu Jiaying Liu Hansong Nie Yonghao Fu Liangtian Wan X. Kong 69 190 0 09 Aug 2020
Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering Gautier Izacard Edouard Grave RALM 147 1,182 0 02 Jul 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 889 42,463 0 28 May 2020
Scalable Multi-Hop Relational Reasoning for Knowledge-Aware Question Answering Yanlin Feng Xinyue Chen Bill Yuchen Lin Peifeng Wang Jun Yan Xiang Ren LRM KELM 59 246 0 01 May 2020
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 1.3K 12,316 0 27 Aug 2019
A Comprehensive Survey on Graph Neural Networks Zonghan Wu Shirui Pan Fengwen Chen Guodong Long Chengqi Zhang Philip S. Yu FaML GNN AI4TS AI4CE 791 8,579 0 03 Jan 2019
CommonsenseQA: A Question Answering Challenge Targeting Commonsense Knowledge Alon Talmor Jonathan Herzig Nicholas Lourie Jonathan Berant RALM 144 1,752 0 02 Nov 2018
Open Domain Question Answering Using Early Fusion of Knowledge Bases and Text Haitian Sun Bhuwan Dhingra Manzil Zaheer Kathryn Mazaitis Ruslan Salakhutdinov William W. Cohen 84 418 0 04 Sep 2018
The Web as a Knowledge-base for Answering Complex Questions Alon Talmor Jonathan Berant 97 590 0 18 Mar 2018
ConceptNet 5.5: An Open Multilingual Graph of General Knowledge R. Speer Joshua Chin Catherine Havasi 216 2,910 0 12 Dec 2016