Can Knowledge Graphs Reduce Hallucinations in LLMs? : A Survey

14 November 2023

Papers citing "Can Knowledge Graphs Reduce Hallucinations in LLMs? : A Survey"

50 / 58 papers shown

Title
Graph-based Approaches and Functionalities in Retrieval-Augmented Generation: A Comprehensive Survey Zulun Zhu Tiancheng Huang Kai Wang Junda Ye X. Chen Siqiang Luo 3DV 36 0 0 08 Apr 2025
Block Toeplitz Sparse Precision Matrix Estimation for Large-Scale Interval-Valued Time Series Forecasting Wan Tian Zhongfeng Qin AI4TS 26 0 0 04 Apr 2025
GTR: Graph-Table-RAG for Cross-Table Question Answering Jiaru Zou Dongqi Fu Sirui Chen Xinrui He Zihao Li Yada Zhu Jiawei Han Jingrui He LMTD 41 0 0 02 Apr 2025
RedditESS: A Mental Health Social Support Interaction Dataset -- Understanding Effective Social Support to Refine AI-Driven Support Tools Zeyad Alghamdi Tharindu Kumarage Garima Agrawal Mansooreh Karami Ibrahim Almuteb Huan Liu AI4MH 48 0 0 27 Mar 2025
Leveraging Knowledge Graphs and LLMs for Context-Aware Messaging Rajeev Kumar Harishankar Kumar Kumari Shalini 36 0 0 12 Mar 2025
LLM-Powered Knowledge Graphs for Enterprise Intelligence and Analytics Rajeev Kumar Kumar Ishan Harishankar Kumar Abhinandan Singla 34 0 0 11 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 56 2 0 03 Mar 2025
Towards Efficient Educational Chatbots: Benchmarking RAG Frameworks Umar Ali Khan Ekram Khan Fiza Khan A. A. Moinuddin 46 0 0 02 Mar 2025
From Documents to Dialogue: Building KG-RAG Enhanced AI Assistants Manisha Mukherjee Sungchul Kim Xiang Chen Dan Luo Tong Yu Tung Mai RALM 47 1 0 24 Feb 2025
Evaluating the Effect of Retrieval Augmentation on Social Biases Tianhui Zhang Yi Zhou Danushka Bollegala 36 0 0 24 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 64 7 0 20 Feb 2025
Boosting Knowledge Graph-based Recommendations through Confidence-Aware Augmentation with Large Language Models Rui Cai Chao Wang Qianyi Cai Dazhong Shen Hui Xiong RALM 77 0 0 06 Feb 2025
Playing Devil's Advocate: Unmasking Toxicity and Vulnerabilities in Large Vision-Language Models Abdulkadir Erol Trilok Padhi Agnik Saha Ugur Kursuncu Mehmet Emin Aktas 37 0 0 17 Jan 2025
Just KIDDIN: Knowledge Infusion and Distillation for Detection of INdecent Memes Rahul Garg Trilok Padhi Hemang Jain Ugur Kursuncu Ponnurangam Kumaraguru 70 2 0 19 Nov 2024
Beyond-RAG: Question Identification and Answer Generation in Real-Time Conversations Garima Agrawal Sashank Gummuluri Cosimo Spera RALM 24 0 0 14 Oct 2024
Learning to Rank for Multiple Retrieval-Augmented Models through Iterative Utility Maximization Alireza Salemi Hamed Zamani RALM 16 4 0 13 Oct 2024
Mitigating Hallucinations Using Ensemble of Knowledge Graph and Vector Store in Large Language Models to Enhance Mental Health Support Abdul Muqtadir H. M. Bilal Ayesha Yousaf Hafiz Farooq Ahmed Jamil Hussain AI4MH 21 0 0 06 Oct 2024
Scalable Frame-based Construction of Sociocultural NormBases for Socially-Aware Dialogues Shilin Qu Weiqing Wang Xin Zhou Haolan Zhan Zhuang Li Lizhen Qu Linhao Luo Yuan-Fang Li Gholamreza Haffari 13 0 0 04 Oct 2024
Comparing Retrieval-Augmentation and Parameter-Efficient Fine-Tuning for Privacy-Preserving Personalization of Large Language Models Alireza Salemi Hamed Zamani 35 9 0 14 Sep 2024
The Midas Touch: Triggering the Capability of LLMs for RM-API Misuse Detection Yi Yang Jinghua Liu Kai Chen Miaoqian Lin 13 0 0 14 Sep 2024
Harnessing the Power of Semi-Structured Knowledge and LLMs with Triplet-Based Prefiltering for Question Answering Derian Boer Fabian Koch Stefan Kramer KELM 22 0 0 01 Sep 2024
The Ontoverse: Democratising Access to Knowledge Graph-based Data Through a Cartographic Interface Johannes Zimmermann Dariusz Wiktorek Thomas Meusburger Miquel Monge-Dalmau Antonio Fabregat Alexander Jarasch Gunter Schmidt Jorge S Reis-Filho T. I. Simpson 20 1 0 22 Jul 2024
GraphEval: A Knowledge-Graph Based LLM Hallucination Evaluation Framework Hannah Sansford Nicholas Richardson Hermina Petric Maretic Juba Nait Saada 18 12 0 15 Jul 2024
FlowBench: Revisiting and Benchmarking Workflow-Guided Planning for LLM-based Agents Ruixuan Xiao Wentao Ma Ke Wang Yuchuan Wu Junbo Zhao Haobo Wang Fei Huang Yongbin Li 32 8 0 21 Jun 2024
Evaluating the Retrieval Component in LLM-Based Question Answering Systems Ashkan Alinejad Krtin Kumar Ali Vahdat 47 5 0 10 Jun 2024
LinkQ: An LLM-Assisted Visual Interface for Knowledge Graph Question-Answering Harry Li G. Appleby Ashley Suh 35 1 0 07 Jun 2024
Towards a Search Engine for Machines: Unified Ranking for Multiple Retrieval-Augmented Large Language Models Alireza Salemi Hamed Zamani 14 4 0 30 Apr 2024
Evaluating Consistency and Reasoning Capabilities of Large Language Models Yash Saxena Sarthak Chopra Arunendra Mani Tripathi ELM LRM 28 5 0 25 Apr 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 41 16 0 24 Apr 2024
Graph Machine Learning in the Era of Large Language Models (LLMs) Wenqi Fan Shijie Wang Jiani Huang Zhikai Chen Yu Song ... Haitao Mao Hui Liu Xiaorui Liu Dawei Yin Qing Li AI4CE 24 21 0 23 Apr 2024
Evaluating Retrieval Quality in Retrieval-Augmented Generation Alireza Salemi Hamed Zamani RALM 25 14 0 21 Apr 2024
A Preliminary Roadmap for LLMs as Assistants in Exploring, Analyzing, and Visualizing Knowledge Graphs Harry Li G. Appleby Ashley Suh 29 6 0 01 Apr 2024
Thought Graph: Generating Thought Process for Biological Reasoning Chi-Yang Hsu K. Cox Jiawei Xu Zhen Tan Tianhua Zhai Mengzhou Hu Dexter Pratt Tianlong Chen Ziniu Hu Ying Ding AI4CE 16 2 0 11 Mar 2024
LLM vs. Lawyers: Identifying a Subset of Summary Judgments in a Large UK Case Law Dataset Ahmed Izzidien Holli Sargeant Felix Steffek AILaw ELM 29 7 0 04 Mar 2024
A Survey of AI-generated Text Forensic Systems: Detection, Attribution, and Characterization Tharindu Kumarage Garima Agrawal Paras Sheth Raha Moraffah Amanat Chadha Joshua Garland Huan Liu DeLMO 26 6 0 02 Mar 2024
T-RAG: Lessons from the LLM Trenches M. Fatehkia J. Lucas Sanjay Chawla LLMAG 19 18 0 12 Feb 2024
A Survey on Large Language Model Hallucination via a Creativity Perspective Xuhui Jiang Yuxing Tian Fengrui Hua Chengjin Xu Yuanzhuo Wang Jian Guo LRM 19 22 0 02 Feb 2024
Consolidating Trees of Robotic Plans Generated Using Large Language Models to Improve Reliability Md. Sadman Sakib Yu Sun 49 9 0 15 Jan 2024
Towards Knowledge-driven Autonomous Driving Xin Li Yeqi Bai Pinlong Cai Licheng Wen Daocheng Fu ... Yikang Li Botian Shi Yong-Jin Liu Liang He Yu Qiao 29 26 0 07 Dec 2023
Think from Words(TFW): Initiating Human-Like Cognition in Large Language Models Through Think from Words for Japanese Text-level Classification Chengguang Gan Qinghao Zhang Tatsunori Mori 11 1 0 06 Dec 2023
Large Knowledge Model: Perspectives and Challenges Huajun Chen KELM 43 5 0 05 Dec 2023
Exchange-of-Thought: Enhancing Large Language Model Capabilities through Cross-Model Communication Zhangyue Yin Qiushi Sun Cheng Chang Qipeng Guo Junqi Dai Xuanjing Huang Xipeng Qiu LRM 48 46 0 04 Dec 2023
Large Language Models as Source Planner for Personalized Knowledge-grounded Dialogue Hongru Wang Minda Hu Yang Deng Rui Wang Fei Mi Weichao Wang Yasheng Wang Wai-Chung Kwan Irwin King Kam-Fai Wong RALM 39 8 0 13 Oct 2023
A Knowledge Engineering Primer Agnieszka Lawrynowicz 14 0 0 26 May 2023
How Language Model Hallucinations Can Snowball Muru Zhang Ofir Press William Merrill Alisa Liu Noah A. Smith HILM LRM 78 246 0 22 May 2023
Can LMs Learn New Entities from Descriptions? Challenges in Propagating Injected Knowledge Yasumasa Onoe Michael J.Q. Zhang Shankar Padmanabhan Greg Durrett Eunsol Choi KELM 201 73 0 02 May 2023
ChatDoctor: A Medical Chat Model Fine-Tuned on a Large Language Model Meta-AI (LLaMA) Using Medical Domain Knowledge Yunxiang Li Zihan Li Kai Zhang Ruilong Dan Steven Jiang You Zhang LM&MA AI4MH 114 366 0 24 Mar 2023
A Universal Question-Answering Platform for Knowledge Graphs Reham Omar Ishika Dhall Panos Kalnis Essam Mansour 14 24 0 01 Mar 2023
Rethinking with Retrieval: Faithful Large Language Model Inference Hangfeng He Hongming Zhang Dan Roth KELM LRM 138 151 0 31 Dec 2022
Generative Knowledge Graph Construction: A Review Hongbin Ye Ningyu Zhang Hui Chen Huajun Chen 41 68 0 23 Oct 2022