Think-on-Graph: Deep and Responsible Reasoning of Large Language Model on Knowledge Graph

15 July 2023

Chengjin Xu

Papers citing "Think-on-Graph: Deep and Responsible Reasoning of Large Language Model on Knowledge Graph"

50 / 59 papers shown

Title
Cooking Up Creativity: A Cognitively-Inspired Approach for Enhancing LLM Creativity through Structured Representations Moran Mizrahi Chen Shani Gabriel Stanovsky Dan Jurafsky Dafna Shahaf 29 0 0 29 Apr 2025
HealthGenie: Empowering Users with Healthy Dietary Guidance through Knowledge Graph and Large Language Models Fan Gao Xinjie Zhao Ding Xia Zhongyi Zhou Rui Yang Jinghui Lu Hang Jiang Chanjun Park Irene Li AI4MH 24 0 0 20 Apr 2025
CoT-RAG: Integrating Chain of Thought and Retrieval-Augmented Generation to Enhance Reasoning in Large Language Models Feiyang Li Peng Fang Zhan Shi Arijit Khan Fang Wang D. Feng Weihao Wang Xin Zhang Yongjian Cui ReLM LRM 43 1 0 18 Apr 2025
Don't Let It Hallucinate: Premise Verification via Retrieval-Augmented Logical Reasoning Yuehan Qin Shawn Li Yi Nian Xinyan Velocity Yu Yue Zhao Xuezhe Ma HILM LRM 37 0 0 08 Apr 2025
Joint Retrieval of Cloud properties using Attention-based Deep Learning Models Zahid Hassan Tushar Adeleke Ademakinwa Jianwu Wang Zhibo Zhang Sanjay Purushotham 3DPC 39 0 0 04 Apr 2025
Memory-augmented Query Reconstruction for LLM-based Knowledge Graph Reasoning Mufan Xu Gewen Liang Kehai Chen Wei Wang Xun Zhou M. Yang T. Zhao Min Zhang RALM 86 0 0 07 Mar 2025
Path Pooling: Train-Free Structure Enhancement for Efficient Knowledge Graph Retrieval-Augmented Generation H. Wang Yuan Feng Xike Xie S.Kevin Zhou 48 0 0 07 Mar 2025
In-depth Analysis of Graph-based RAG in a Unified Framework Yingli Zhou Yaodong Su Youran Sun Shu Wang Taotao Wang ... Yongwei Zhang Sicong Liang Xilin Liu Yuchi Ma Yixiang Fang 42 0 0 06 Mar 2025
A Pilot Empirical Study on When and How to Use Knowledge Graphs as Retrieval Augmented Generation Xujie Yuan Y. Liu Shimin Di Shiwen Wu Libin Zheng Rui Meng Lei Chen Xiaofang Zhou Jian Yin 36 0 0 28 Feb 2025
PASemiQA: Plan-Assisted Agent for Question Answering on Semi-Structured Data with Text and Relational Information Hansi Yang Qi Zhang Wei Jiang Jianguo Li RALM 42 1 0 28 Feb 2025
Mixture of Structural-and-Textual Retrieval over Text-rich Graph Knowledge Bases Y. Lei Haoyu Han Ryan Rossi Franck Dernoncourt Nedim Lipka M. Halappanavar Jiliang Tang Yu Wang 43 2 0 27 Feb 2025
KiRAG: Knowledge-Driven Iterative Retriever for Enhancing Retrieval-Augmented Generation Jinyuan Fang Zaiqiao Meng Craig Macdonald RALM 53 1 0 25 Feb 2025
Grounding LLM Reasoning with Knowledge Graphs Alfonso Amayuelas Joy Prakash Sain Simerjot Kaur Charese Smiley 77 0 0 18 Feb 2025
R2-KG: General-Purpose Dual-Agent Framework for Reliable Reasoning on Knowledge Graphs Sumin Jo Junseong Choi Jiho Kim E. Choi 48 0 0 18 Feb 2025
LEGO-GraphRAG: Modularizing Graph-based Retrieval-Augmented Generation for Design Space Exploration Yukun Cao Zengyi Gao Z. Li Xike Xie S.Kevin Zhou Jianliang Xu 42 1 0 20 Jan 2025
HybGRAG: Hybrid Retrieval-Augmented Generation on Textual and Relational Knowledge Bases Meng-Chieh Lee Qi Zhu Costas Mavromatis Zhen Han Soji Adeshina V. Ioannidis Huzefa Rangwala Christos Faloutsos RALM 73 3 0 20 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
Decoding on Graphs: Faithful and Sound Reasoning on Knowledge Graphs through Generation of Well-Formed Chains K. Li Tianhua Zhang Xixin Wu Hongyin Luo James Glass H. Meng 31 0 0 24 Oct 2024
Context-aware Inductive Knowledge Graph Completion with Latent Type Constraints and Subgraph Reasoning Muzhi Li Cehao Yang Chengjin Xu Zixing Song Xuhui Jiang Jian Guo Ho-fung Leung Irwin King LRM 24 0 0 22 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 70 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 32 4 0 17 Oct 2024
ARMADA: Attribute-Based Multimodal Data Augmentation Xiaomeng Jin Jeonghwan Kim Yu Zhou Kuan-Hao Huang Te-Lin Wu Nanyun Peng Heng Ji 24 2 0 19 Aug 2024
SPINACH: SPARQL-Based Information Navigation for Challenging Real-World Questions Shicheng Liu Sina J. Semnani Harold Triedman Jialiang Xu Isaac Dan Zhao Monica S. Lam 30 6 0 16 Jul 2024
Think-on-Graph 2.0: Deep and Interpretable Large Language Model Reasoning with Knowledge Graph-guided Retrieval Shengjie Ma Chengjin Xu Xuhui Jiang Muzhi Li Huaren Qu Jian Guo ReLM LRM RALM 3DV 48 4 0 15 Jul 2024
1+1>2: Can Large Language Models Serve as Cross-Lingual Knowledge Aggregators? Yue Huang Chenrui Fan Yuan Li Siyuan Wu Tianyi Zhou Xiangliang Zhang Lichao Sun 53 3 0 20 Jun 2024
Temporal Knowledge Graph Question Answering: A Survey Miao Su Zixuan Li Zhuo Chen Long Bai Xiaolong Jin Jiafeng Guo 51 2 0 20 Jun 2024
QRMeM: Unleash the Length Limitation through Question then Reflection Memory Mechanism Bo Wang Heyan Huang Yixin Cao Jiahao Ying Wei Tang Chong Feng KELM 42 0 0 19 Jun 2024
Context Graph Chengjin Xu Muzhi Li Cehao Yang Xuhui Jiang Lumingyuan Tang Yiyan Qi Jian Guo 50 0 0 17 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
DARA: Decomposition-Alignment-Reasoning Autonomous Language Agent for Question Answering over Knowledge Graphs Haishuo Fang Xiaodan Zhu Iryna Gurevych AI4CE 32 1 0 11 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
Beyond Chain-of-Thought: A Survey of Chain-of-X Paradigms for LLMs Yu Xia Rui Wang Xu Liu Mingyan Li Tong Yu Xiang Chen Julian McAuley Shuai Li LRM 50 18 0 24 Apr 2024
Generate-on-Graph: Treat LLM as both Agent and KG in Incomplete Knowledge Graph Question Answering Yao Xu Shizhu He Jiabei Chen Zihao W. Wang Yangqiu Song Hanghang Tong Kang Liu Jun Zhao 35 17 0 23 Apr 2024
ODA: Observation-Driven Agent for integrating LLMs and Knowledge Graphs Lei Sun Zhengwei Tao Youdi Li Hiroshi Arakawa 34 3 0 11 Apr 2024
A Picture Is Worth a Graph: Blueprint Debate on Graph for Multimodal Reasoning Changmeng Zheng Dayong Liang Wengyu Zhang Xiao Wei Tat-Seng Chua Qing Li 29 3 0 22 Mar 2024
QueryAgent: A Reliable and Efficient Reasoning Framework with Environmental Feedback-based Self-Correction Xiang Huang Sitao Cheng Shanshan Huang Jiayu Shen Yong Xu Chaoyun Zhang Yuzhong Qu KELM LRM 91 9 0 18 Mar 2024
Call Me When Necessary: LLMs can Efficiently and Faithfully Reason over Structured Environments Sitao Cheng Ziyuan Zhuang Yong Xu Fangkai Yang Chaoyun Zhang ... Ling Chen Qingwei Lin Dongmei Zhang Saravan Rajmohan Qi Zhang KELM LLMAG LRM 33 14 0 13 Mar 2024
Interactive-KBQA: Multi-Turn Interactions for Knowledge Base Question Answering with Large Language Models Guanming Xiong Junwei Bao Wen Zhao KELM 58 8 0 23 Feb 2024
Enhancing Large Language Models with Pseudo- and Multisource- Knowledge Graphs for Open-ended Question Answering Jiaxiang Liu Tong Zhou Yubo Chen Kang Liu Jun Zhao KELM 27 3 0 15 Feb 2024
Leak, Cheat, Repeat: Data Contamination and Evaluation Malpractices in Closed-Source LLMs Simone Balloccu Patrícia Schmidtová Mateusz Lango Ondrej Dusek SILM ELM PILM 21 156 0 06 Feb 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 73 27 0 25 Jan 2024
Joint Multi-Facts Reasoning Network For Complex Temporal Question Answering Over Knowledge Graph Rikui Huang Wei Wei Xiaoye Qu Wenfeng Xie Xian-Ling Mao Dangyang Chen 39 13 0 04 Jan 2024
HyKGE: A Hypothesis Knowledge Graph Enhanced Framework for Accurate and Reliable Medical LLMs Responses Xinke Jiang Ruizhe Zhang Yongxin Xu Rihong Qiu Yue Fang ... Jinyi Tang Hongxin Ding Xu Chu Junfeng Zhao Yasha Wang RALM 24 20 0 26 Dec 2023
Evaluating and Enhancing Large Language Models for Conversational Reasoning on Knowledge Graphs Yuxuan Huang Lida Shi Anqi Liu Hao Xu LLMAG ELM KELM LRM 11 2 0 18 Dec 2023
Building Trustworthy NeuroSymbolic AI Systems: Consistency, Reliability, Explainability, and Safety Manas Gaur Amit P. Sheth 26 17 0 05 Dec 2023
Graph Elicitation for Guiding Multi-Step Reasoning in Large Language Models Jinyoung Park Ameen Patel Omar Zia Khan Hyunwoo J. Kim Jooyeon Kim KELM LRM ReLM 23 4 0 16 Nov 2023
ChatKBQA: A Generate-then-Retrieve Framework for Knowledge Base Question Answering with Fine-tuned Large Language Models Haoran Luo E. Haihong Zichen Tang Shiyao Peng Yikai Guo ... Guanting Dong Meina Song Wei Lin Yifan Zhu Luu Anh Tuan RALM 28 38 0 13 Oct 2023
Few-shot In-context Learning for Knowledge Base Question Answering Tianle Li Xueguang Ma Alex Zhuang Yu Gu Yu-Chuan Su Wenhu Chen 96 76 0 02 May 2023
Enhancing Chain-of-Thoughts Prompting with Iterative Bootstrapping in Large Language Models Jiashuo Sun Yi Luo Yeyun Gong Chen Lin Yelong Shen Jian Guo Nan Duan LRM 41 19 0 23 Apr 2023
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 240 2,479 0 06 Oct 2022