Give Us the Facts: Enhancing Large Language Models with Knowledge Graphs for Fact-aware Language Modeling

20 June 2023

Papers citing "Give Us the Facts: Enhancing Large Language Models with Knowledge Graphs for Fact-aware Language Modeling"

50 / 54 papers shown

Title
Personalizing Large Language Models using Retrieval Augmented Generation and Knowledge Graph Deeksha Prahlad Chanhee Lee Dongha Kim Hokeun Kim RALM 41 0 0 15 May 2025
Dynamic Compressing Prompts for Efficient Inference of Large Language Models Jinwu Hu Feiyu Xiong Yufeng Wang Yu Hu Bin Xiao Mingkui Tan Qing Du 31 1 0 15 Apr 2025
Reimagining Urban Science: Scaling Causal Inference with Large Language Models Yutong Xia Ao Qu Yunhan Zheng Yihong Tang Dingyi Zhuang ... Cathy Wu R. Zimmermann Lijun Sun Roger Zimmermann Jinhua Zhao AI4CE 102 0 0 15 Apr 2025
The Other Side of the Coin: Exploring Fairness in Retrieval-Augmented Generation Zhenru Zhang Ning Li Qi Liu Rui Li W. Gao Qingyang Mao Zhenya Huang Baosheng Yu Dacheng Tao RALM 39 0 0 11 Apr 2025
KnowPath: Knowledge-enhanced Reasoning via LLM-generated Inference Paths over Knowledge Graphs Qi Zhao Hongyu Yang Qi Song Xinwei Yao Xiangyang Li 48 0 0 17 Feb 2025
Knowledge Graph-Driven Retrieval-Augmented Generation: Integrating Deepseek-R1 with Weaviate for Advanced Chatbot Applications Alexandru Lecu Adrian Groza Lezan Hawizy RALM 54 0 0 16 Feb 2025
Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning Yibo Yan Shen Wang Jiahao Huo Jingheng Ye Zhendong Chu Xuming Hu Philip S. Yu Carla P. Gomes B. Selman Qingsong Wen LRM 127 9 0 05 Feb 2025
How to Mitigate Information Loss in Knowledge Graphs for GraphRAG: Leveraging Triple Context Restoration and Query-Driven Feedback Manzong Huang Chenyang Bu Yi He Xindong Wu 67 0 0 28 Jan 2025
Large Language Models, Knowledge Graphs and Search Engines: A Crossroads for Answering Users' Questions Aidan Hogan Xin Luna Dong Denny Vrandečić Gerhard Weikum 52 1 0 12 Jan 2025
Double Landmines: Invisible Textual Backdoor Attacks based on Dual-Trigger Yang Hou Qiuling Yue Lujia Chai Guozhao Liao Wenbao Han Wei Ou 40 0 0 23 Dec 2024
Knowledge Management for Automobile Failure Analysis Using Graph RAG Yuta Ojima Hiroki Sakaji Tadashi Nakamura Hiroaki Sakata Kazuya Seki Yuu Teshigawara Masami Yamashita Kazuhiro Aoyama 64 0 0 29 Nov 2024
When Machine Unlearning Meets Retrieval-Augmented Generation (RAG): Keep Secret or Forget Knowledge? Shang Wang Tianqing Zhu Dayong Ye Wanlei Zhou MU 40 2 0 20 Oct 2024
When Context Leads but Parametric Memory Follows in Large Language Models Yufei Tao Adam Hiatt Erik Haake Antonie J. Jetter Ameeta Agrawal KELM 38 0 0 13 Sep 2024
Fast-and-Frugal Text-Graph Transformers are Effective Link Predictors Andrei Catalin Coman Christos Theodoropoulos Marie-Francine Moens James Henderson 46 0 0 13 Aug 2024
Retrieval-Enhanced Machine Learning: Synthesis and Opportunities To Eun Kim Alireza Salemi Andrew Drozdov Fernando Diaz Hamed Zamani 56 7 0 17 Jul 2024
GraphEval: A Knowledge-Graph Based LLM Hallucination Evaluation Framework Hannah Sansford Nicholas Richardson Hermina Petric Maretic Juba Nait Saada 42 13 0 15 Jul 2024
Combining Knowledge Graphs and Large Language Models Amanda Kau Xuzeng He Aishwarya Nambissan Aland Astudillo Hui Yin Amir Aryani 49 12 0 09 Jul 2024
A Global-Local Attention Mechanism for Relation Classification Yiping Sun 47 5 0 01 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
Enhancing Collaborative Semantics of Language Model-Driven Recommendations via Graph-Aware Learning Zhong Guan Likang Wu Hongke Zhao Ming He Jianpin Fan 48 3 0 19 Jun 2024
Large Language Models and Knowledge Graphs for Astronomical Entity Disambiguation Golnaz Shapurian 33 0 0 17 Jun 2024
Research Trends for the Interplay between Large Language Models and Knowledge Graphs H. Khorashadizadeh Fatima Zahra Amara Morteza Ezzabady Frédéric Ieng Sanju Tiwari Nandana Mihindukulasooriya Jinghua Groppe S. Sahri Farah Benamara Sven Groppe 38 7 0 12 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 42 1 0 03 Jun 2024
Towards Ontology-Enhanced Representation Learning for Large Language Models Francesco Ronzano Jay Nanavati 31 4 0 30 May 2024
Reasoning about concepts with LLMs: Inconsistencies abound Rosario A. Uceda-Sosa K. Ramamurthy Maria Chang Moninder Singh 43 2 0 30 May 2024
Domain-Specific Improvement on Psychotherapy Chatbot Using Assistant Cheng Kang Daniel Novak Kateřina Urbanová Yuqing Cheng Yong Hu AI4MH LM&MA 35 3 0 24 Apr 2024
A Survey of Large Language Models on Generative Graph Analytics: Query, Learning, and Applications Wenbo Shang Xin Huang 29 9 0 23 Apr 2024
ReFT: Representation Finetuning for Language Models Zhengxuan Wu Aryaman Arora Zheng Wang Atticus Geiger Daniel Jurafsky Christopher D. Manning Christopher Potts OffRL 38 58 0 04 Apr 2024
Two-stage Generative Question Answering on Temporal Knowledge Graph Using Large Language Models Yifu Gao Linbo Qiao Zhigang Kan Zhihua Wen Yongquan He Dongsheng Li 57 6 0 26 Feb 2024
Graph-based Active Learning for Entity Cluster Repair Victor Christen Daniel Obraczka Marvin Hofer Martin Franke Erhard Rahm 23 0 0 26 Jan 2024
GitAgent: Facilitating Autonomous Agent with GitHub by Tool Extension Bohan Lyu Xin Cong Heyang Yu Pan Yang Yujia Qin ... Zhong Zhang Yukun Yan Yankai Lin Zhiyuan Liu Maosong Sun LLMAG 38 5 0 28 Dec 2023
Urban Generative Intelligence (UGI): A Foundational Platform for Agents in Embodied City Environment Fengli Xu Jun Zhang Chen Gao J. Feng Yong Li AI4CE LLMAG 26 29 0 19 Dec 2023
KnowGPT: Knowledge Graph based Prompting for Large Language Models Qinggang Zhang Junnan Dong Hao Chen Daochen Zha Zailiang Yu Xiao Huang KELM RALM 24 5 0 11 Dec 2023
Robot Learning in the Era of Foundation Models: A Survey Xuan Xiao Jiahang Liu Zhipeng Wang Yanmin Zhou Yong Qi Qian Cheng Bin He Shuo Jiang AI4CE LM&Ro 33 27 0 24 Nov 2023
Knowledge Graphs are not Created Equal: Exploring the Properties and Structure of Real KGs Nedelina Teneva Estevam R. Hruschka 28 1 0 10 Nov 2023
Validating ChatGPT Facts through RDF Knowledge Graphs and Sentence Similarity M. Mountantonakis Yannis Tzitzikas KELM 32 1 0 08 Nov 2023
ToolChain: Efficient Action Space Navigation in Large Language Models with A Search Yuchen Zhuang Xiang Chen Tong Yu Saayan Mitra Victor S. Bursztyn Ryan A. Rossi Somdeb Sarkhel Chao Zhang LLMAG 36 53 0 20 Oct 2023
Survey on Factuality in Large Language Models: Knowledge, Retrieval and Domain-Specificity Cunxiang Wang Xiaoze Liu Yuanhao Yue Xiangru Tang Tianhang Zhang ... Linyi Yang Jindong Wang Xing Xie Zheng-Wei Zhang Yue Zhang HILM KELM 51 184 0 11 Oct 2023
Generative AI vs. AGI: The Cognitive Strengths and Weaknesses of Modern LLMs Ben Goertzel 38 13 0 19 Sep 2023
Rational Decision-Making Agent with Internalized Utility Judgment Yining Ye Xin Cong Shizuo Tian Yujia Qin Chong Liu Yankai Lin Zhiyuan Liu Maosong Sun LLMAG 32 9 0 24 Aug 2023
Large Language Models and Knowledge Graphs: Opportunities and Challenges Jeff Z. Pan Simon Razniewski Jan-Christoph Kalo Sneha Singhania Jiaoyan Chen ... Gerard de Melo A. Bonifati Edlira Vakaj M. Dragoni D. Graux KELM 30 73 0 11 Aug 2023
ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs Yujia Qin Shi Liang Yining Ye Kunlun Zhu Lan Yan ... Jie Zhou Mark B. Gerstein Dahai Li Zhiyuan Liu Maosong Sun CLL ALM LLMAG ELM LM&MA 87 628 0 31 Jul 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 328 2,232 0 22 Mar 2023
GLM-130B: An Open Bilingual Pre-trained Model Aohan Zeng Xiao Liu Zhengxiao Du Zihan Wang Hanyu Lai ... Jidong Zhai Wenguang Chen Peng-Zhen Zhang Yuxiao Dong Jie Tang BDL LRM 253 1,073 0 05 Oct 2022
Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought Abulhair Saparov He He ELM LRM ReLM 123 277 0 03 Oct 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 351 12,003 0 04 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 398 8,559 0 28 Jan 2022
Relational Memory Augmented Language Models Qi Liu Dani Yogatama Phil Blunsom KELM RALM 67 32 0 24 Jan 2022
Can Language Models be Biomedical Knowledge Bases? Mujeen Sung Jinhyuk Lee Sean S. Yi Minji Jeon Sungdong Kim Jaewoo Kang AI4MH 123 105 0 15 Sep 2021
ERICA: Improving Entity and Relation Understanding for Pre-trained Language Models via Contrastive Learning Yujia Qin Yankai Lin Ryuichi Takanobu Zhiyuan Liu Peng Li Heng Ji Minlie Huang Maosong Sun Jie Zhou 55 125 0 30 Dec 2020