Grounding LLM Reasoning with Knowledge Graphs

Grounding LLM Reasoning with Knowledge Graphs

18 February 2025

Alfonso Amayuelas

Joy Prakash Sain

Papers citing "Grounding LLM Reasoning with Knowledge Graphs"

19 / 19 papers shown

Title
StructRAG: Boosting Knowledge Intensive Reasoning of LLMs via Inference-time Hybrid Information Structurization Zhuoqun Li Xuanang Chen Haiyang Yu Hongyu Lin Yaojie Lu Qiaoyu Tang Fei Huang Jia Zheng Le Sun Yongbin Li 44 12 0 11 Oct 2024
Graph Retrieval-Augmented Generation: A Survey Boci Peng Yun Zhu Yongchao Liu Xiaohe Bo Haizhou Shi Chuntao Hong Yan Zhang Siliang Tang 3DV 82 86 0 15 Aug 2024
Tree-of-Traversals: A Zero-Shot Reasoning Algorithm for Augmenting Black-box Language Models with Knowledge Graphs Elan Markowitz Anil Ramakrishna Jwala Dhamala Ninareh Mehrabi Charith Peris Rahul Gupta Kai-Wei Chang Aram Galstyan LRM 86 7 0 31 Jul 2024
GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning Costas Mavromatis George Karypis RALM LRM ReLM 93 59 0 30 May 2024
Graph Chain-of-Thought: Augmenting Large Language Models by Reasoning on Graphs Bowen Jin Chulin Xie Jiawei Zhang Kashob Kumar Roy Yu Zhang ... Ruirui Li Xianfeng Tang Suhang Wang Yu Meng Jiawei Han LRM RALM 61 41 0 10 Apr 2024
StructLM: Towards Building Generalist Models for Structured Knowledge Grounding Alex Zhuang Ge Zhang Tianyu Zheng Xinrun Du Junjie Wang Weiming Ren Stephen W. Huang Jie Fu Xiang Yue Wenhu Chen LMTD 56 16 0 26 Feb 2024
Retrieval-Augmented Generation for Large Language Models: A Survey Yunfan Gao Yun Xiong Xinyu Gao Kangxiang Jia Jinliu Pan Yuxi Bi Yi Dai Jiawei Sun Meng Wang Haofen Wang 3DV RALM 85 1,658 1 18 Dec 2023
KG-GPT: A General Framework for Reasoning on Knowledge Graphs Using Large Language Models Jiho Kim Yeonsu Kwon Yohan Jo Edward Choi 32 25 0 17 Oct 2023
Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning Linhao Luo Yuan-Fang Li Gholamreza Haffari Shirui Pan RALM LRM 64 215 0 02 Oct 2023
Efficient Memory Management for Large Language Model Serving with PagedAttention Woosuk Kwon Zhuohan Li Siyuan Zhuang Ying Sheng Lianmin Zheng Cody Hao Yu Joseph E. Gonzalez Haotong Zhang Ion Stoica VLM 102 2,049 0 12 Sep 2023
Graph of Thoughts: Solving Elaborate Problems with Large Language Models Maciej Besta Nils Blach Aleš Kubíček Robert Gerstenberger Michal Podstawski ... Joanna Gajda Tomasz Lehmann H. Niewiadomski Piotr Nyczyk Torsten Hoefler LRM AI4CE LM&Ro 75 640 0 18 Aug 2023
Think-on-Graph: Deep and Responsible Reasoning of Large Language Model on Knowledge Graph Jiashuo Sun Chengjin Xu Lumingyuan Tang Saizhuo Wang Chen Lin Yeyun Gong Lionel M. Ni H. Shum Jian Guo LRM 55 77 0 15 Jul 2023
ToolQA: A Dataset for LLM Question Answering with External Tools Yuchen Zhuang Yue Yu Kuan-Chieh Wang Haotian Sun Chao Zhang ELM LLMAG 49 233 0 23 Jun 2023
Few-shot In-context Learning for Knowledge Base Question Answering Tianle Li Xueguang Ma Alex Zhuang Yu Gu Yu-Chuan Su Wenhu Chen 134 82 0 02 May 2023
Demonstrate-Search-Predict: Composing retrieval and language models for knowledge-intensive NLP Omar Khattab Keshav Santhanam Xiang Lisa Li David Leo Wright Hall Percy Liang Christopher Potts Matei A. Zaharia RALM KELM 58 259 0 28 Dec 2022
Will we run out of data? Limits of LLM scaling based on human-generated data Pablo Villalobos A. Ho J. Sevilla T. Besiroglu Lennart Heim Marius Hobbhahn ALM 52 117 0 26 Oct 2022
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 337 2,709 0 06 Oct 2022
DecAF: Joint Decoding of Answers and Logical Forms for Question Answering over Knowledge Bases Donghan Yu Shenmin Zhang Patrick Ng Henghui Zhu Alexander Hanbo Li Jun Wang Yiqun Hu William Wang Zhiguo Wang Bing Xiang 193 82 0 30 Sep 2022
Billion-scale similarity search with GPUs Jeff Johnson Matthijs Douze Hervé Jégou 153 3,682 0 28 Feb 2017