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Can Knowledge Graphs Reduce Hallucinations in LLMs? : A Survey
v1v2 (latest)

Can Knowledge Graphs Reduce Hallucinations in LLMs? : A Survey

North American Chapter of the Association for Computational Linguistics (NAACL), 2023
14 November 2023
Garima Agrawal
Tharindu Kumarage
Zeyad Alghami
Huanmin Liu
ArXiv (abs)PDFHTML

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

50 / 58 papers shown
A Lightweight Approach to Detection of AI-Generated Texts Using Stylometric Features
A Lightweight Approach to Detection of AI-Generated Texts Using Stylometric Features
Sergey K. Aityan
William Claster
Karthik Sai Emani
Sohni Rais
Thy Tran
DeLMO
167
0
0
22 Nov 2025
A systematic review of relation extraction task since the emergence of Transformers
A systematic review of relation extraction task since the emergence of Transformers
Ringwald Celian
Gandon
Fabien
Faron Catherine
Michel Franck
Abi Akl Hanna
231
0
0
05 Nov 2025
Are Large Language Models Effective Knowledge Graph Constructors?
Are Large Language Models Effective Knowledge Graph Constructors?
R. Chen
Weifeng Jiang
Chengwei Qin
Bo Xiong
Fiona Liausvia
Dongkyu Choi
Boon Kiat Quek
AI4MH
156
0
0
13 Oct 2025
Large Language Models Hallucination: A Comprehensive Survey
Large Language Models Hallucination: A Comprehensive Survey
Aisha Alansari
Hamzah Luqman
HILMLRM
460
1
0
05 Oct 2025
Explaining Fine Tuned LLMs via Counterfactuals A Knowledge Graph Driven Framework
Explaining Fine Tuned LLMs via Counterfactuals A Knowledge Graph Driven Framework
Y Samuel Wang
Ziyang Chen
Md Faisal Kabir
OffRL
126
0
0
25 Sep 2025
Multilevel Analysis of Cryptocurrency News using RAG Approach with Fine-Tuned Mistral Large Language Model
Multilevel Analysis of Cryptocurrency News using RAG Approach with Fine-Tuned Mistral Large Language Model
Bohdan M. Pavlyshenko
148
1
0
25 Aug 2025
Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance
Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance
Rishi Parekh
Saisubramaniam Gopalakrishnan
Zishan Ahmad
A. Deodhar
76
0
0
23 Jul 2025
The Structure-Content Trade-off in Knowledge Graph Retrieval
The Structure-Content Trade-off in Knowledge Graph Retrieval
Valentin Six
Evan Dufraisse
Gaël de Chalendar
ReLMLRM
336
0
0
16 Jun 2025
Improving Factuality for Dialogue Response Generation via Graph-Based Knowledge Augmentation
Improving Factuality for Dialogue Response Generation via Graph-Based Knowledge Augmentation
Xiangyan Chen
Yujian Gan
Yimeng Gu
Matthew Purver
HILM
236
1
0
14 Jun 2025
Case-Based Reasoning Enhances the Predictive Power of LLMs in Drug-Drug Interaction
Case-Based Reasoning Enhances the Predictive Power of LLMs in Drug-Drug Interaction
Guangyi Liu
Yongqi Zhang
Xunyuan Liu
Quanming Yao
255
1
0
29 May 2025
The Role of Visualization in LLM-Assisted Knowledge Graph Systems: Effects on User Trust, Exploration, and Workflows
The Role of Visualization in LLM-Assisted Knowledge Graph Systems: Effects on User Trust, Exploration, and Workflows
Harry Li
G. Appleby
Kenneth Alperin
Steven R. Gomez
Ashley Suh
177
0
0
20 May 2025
Autofocus Retrieval: An Effective Pipeline for Multi-Hop Question Answering With Semi-Structured Knowledge
Autofocus Retrieval: An Effective Pipeline for Multi-Hop Question Answering With Semi-Structured Knowledge
Derian Boer
Stephen Roth
Stefan Kramer
KELM
378
0
0
14 May 2025
Graph-based Approaches and Functionalities in Retrieval-Augmented Generation: A Comprehensive Survey
Graph-based Approaches and Functionalities in Retrieval-Augmented Generation: A Comprehensive Survey
Zulun Zhu
Tiancheng Huang
Kai Wang
Junda Ye
Xiao Chen
Siqiang Luo
3DV
461
13
0
08 Apr 2025
Block Toeplitz Sparse Precision Matrix Estimation for Large-Scale Interval-Valued Time Series Forecasting
Block Toeplitz Sparse Precision Matrix Estimation for Large-Scale Interval-Valued Time Series Forecasting
Wan Tian
Zhongfeng Qin
AI4TS
213
2
0
04 Apr 2025
RAG over Tables: Hierarchical Memory Index, Multi-Stage Retrieval, and Benchmarking
RAG over Tables: Hierarchical Memory Index, Multi-Stage Retrieval, and Benchmarking
Jiaru Zou
Dongqi Fu
Sirui Chen
Xinrui He
Zihao Li
Yada Zhu
Jiawei Han
Jingrui He
LMTD
428
3
0
02 Apr 2025
RedditESS: A Mental Health Social Support Interaction Dataset -- Understanding Effective Social Support to Refine AI-Driven Support Tools
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
242
1
0
27 Mar 2025
Leveraging Knowledge Graphs and LLMs for Context-Aware Messaging
Leveraging Knowledge Graphs and LLMs for Context-Aware Messaging
Rajeev Kumar
Harishankar Kumar
Kumari Shalini
244
1
0
12 Mar 2025
LLM-Powered Knowledge Graphs for Enterprise Intelligence and AnalyticsInternational Conference on Recent Advances in Information Technology (ICRAIT), 2025
Rajeev Kumar
Kumar Ishan
Harishankar Kumar
Abhinandan Singla
192
7
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
RALMLRM
382
6
0
03 Mar 2025
Towards Efficient Educational Chatbots: Benchmarking RAG Frameworks
Umar Ali Khan
Ekram Khan
Fiza Khan
A. A. Moinuddin
396
1
0
02 Mar 2025
From Documents to Dialogue: Building KG-RAG Enhanced AI Assistants
From Documents to Dialogue: Building KG-RAG Enhanced AI Assistants
Manisha Mukherjee
Sungchul Kim
Xiang Chen
Dan Luo
Tong Yu
Tung Mai
RALM
275
2
0
24 Feb 2025
Evaluating the Effect of Retrieval Augmentation on Social Biases
Evaluating the Effect of Retrieval Augmentation on Social Biases
Tianhui Zhang
Yi Zhou
Danushka Bollegala
305
1
0
24 Feb 2025
Boosting Knowledge Graph-based Recommendations through Confidence-Aware Augmentation with Large Language Models
Boosting Knowledge Graph-based Recommendations through Confidence-Aware Augmentation with Large Language Models
Rui Cai
Chao Wang
Qianyi Cai
Dazhong Shen
Hui Xiong
RALM
338
0
0
06 Feb 2025
Playing Devil's Advocate: Unmasking Toxicity and Vulnerabilities in Large Vision-Language Models
Playing Devil's Advocate: Unmasking Toxicity and Vulnerabilities in Large Vision-Language Models
Abdulkadir Erol
Trilok Padhi
Agnik Saha
Ugur Kursuncu
Mehmet Emin Aktas
280
3
0
17 Jan 2025
Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning
Shuo Yu
Yingbo Wang
Ruolin Li
Guchun Liu
Yanming Shen
Shaoxiong Ji
Bowen Li
Fengling Han
Xiuzhen Zhang
Xiwei Xu
104
5
0
03 Jan 2025
Just KIDDIN: Knowledge Infusion and Distillation for Detection of INdecent Memes
Just KIDDIN: Knowledge Infusion and Distillation for Detection of INdecent MemesAnnual Meeting of the Association for Computational Linguistics (ACL), 2024
Rahul Garg
Trilok Padhi
Hemang Jain
Ugur Kursuncu
Ponnurangam Kumaraguru
323
6
0
19 Nov 2024
Beyond-RAG: Question Identification and Answer Generation in Real-Time
  Conversations
Beyond-RAG: Question Identification and Answer Generation in Real-Time Conversations
Garima Agrawal
Sashank Gummuluri
Cosimo Spera
RALM
169
5
0
14 Oct 2024
Learning to Rank for Multiple Retrieval-Augmented Models through Iterative Utility Maximization
Learning to Rank for Multiple Retrieval-Augmented Models through Iterative Utility MaximizationInternational Conference on the Theory of Information Retrieval (ICTIR), 2024
Alireza Salemi
Hamed Zamani
RALM
307
9
0
13 Oct 2024
Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study Over Open-ended Question Answering
Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study Over Open-ended Question AnsweringAnnual Meeting of the Association for Computational Linguistics (ACL), 2024
Yuan Sui
Yufei He
Zifeng Ding
Bryan Hooi
HILMRALMELM
501
22
0
10 Oct 2024
Mitigating Hallucinations Using Ensemble of Knowledge Graph and Vector
  Store in Large Language Models to Enhance Mental Health Support
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
242
1
0
06 Oct 2024
Scalable Frame-based Construction of Sociocultural NormBases for
  Socially-Aware Dialogues
Scalable Frame-based Construction of Sociocultural NormBases for Socially-Aware DialoguesACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) (TOMCCAP), 2024
Shilin Qu
Weiqing Wang
Xin Zhou
Haolan Zhan
Zhuang Li
Zhuang Li
Linhao Luo
Yuan-Fang Li
Gholamreza Haffari
168
3
0
04 Oct 2024
MedHalu: Hallucinations in Responses to Healthcare Queries by Large Language Models
MedHalu: Hallucinations in Responses to Healthcare Queries by Large Language ModelsSocial Science Research Network (SSRN), 2025
Vibhor Agarwal
Yiqiao Jin
Mohit Chandra
M. D. Choudhury
Srijan Kumar
Nishanth R. Sastry
HILMLM&MA
355
22
0
29 Sep 2024
The Midas Touch: Triggering the Capability of LLMs for RM-API Misuse
  Detection
The Midas Touch: Triggering the Capability of LLMs for RM-API Misuse DetectionNetwork and Distributed System Security Symposium (NDSS), 2024
Yi Yang
Jinghua Liu
Kai Chen
Miaoqian Lin
124
4
0
14 Sep 2024
Comparing Retrieval-Augmentation and Parameter-Efficient Fine-Tuning for Privacy-Preserving Personalization of Large Language Models
Comparing Retrieval-Augmentation and Parameter-Efficient Fine-Tuning for Privacy-Preserving Personalization of Large Language ModelsInternational Conference on the Theory of Information Retrieval (ICTIR), 2024
Alireza Salemi
Hamed Zamani
374
15
0
14 Sep 2024
Harnessing the Power of Semi-Structured Knowledge and LLMs with
  Triplet-Based Prefiltering for Question Answering
Harnessing the Power of Semi-Structured Knowledge and LLMs with Triplet-Based Prefiltering for Question Answering
Derian Boer
Fabian Koch
Stefan Kramer
KELM
227
5
0
01 Sep 2024
The Ontoverse: Democratising Access to Knowledge Graph-based Data
  Through a Cartographic Interface
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
191
1
0
22 Jul 2024
GraphEval: A Knowledge-Graph Based LLM Hallucination Evaluation
  Framework
GraphEval: A Knowledge-Graph Based LLM Hallucination Evaluation Framework
Hannah Sansford
Nicholas Richardson
Hermina Petric Maretic
Juba Nait Saada
223
33
0
15 Jul 2024
FlowBench: Revisiting and Benchmarking Workflow-Guided Planning for
  LLM-based Agents
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
237
28
0
21 Jun 2024
Evaluating the Retrieval Component in LLM-Based Question Answering
  Systems
Evaluating the Retrieval Component in LLM-Based Question Answering Systems
Ashkan Alinejad
Krtin Kumar
Ali Vahdat
269
11
0
10 Jun 2024
LinkQ: An LLM-Assisted Visual Interface for Knowledge Graph Question-Answering
LinkQ: An LLM-Assisted Visual Interface for Knowledge Graph Question-AnsweringVisual .. (VISUAL), 2024
Harry Li
G. Appleby
Ashley Suh
253
6
0
07 Jun 2024
FiDeLiS: Faithful Reasoning in Large Language Model for Knowledge Graph Question Answering
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
677
33
0
22 May 2024
Towards a Search Engine for Machines: Unified Ranking for Multiple
  Retrieval-Augmented Large Language Models
Towards a Search Engine for Machines: Unified Ranking for Multiple Retrieval-Augmented Large Language Models
Alireza Salemi
Hamed Zamani
279
23
0
30 Apr 2024
Evaluating Consistency and Reasoning Capabilities of Large Language
  Models
Evaluating Consistency and Reasoning Capabilities of Large Language Models
Yash Saxena
Sarthak Chopra
Arunendra Mani Tripathi
ELMLRM
181
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0
25 Apr 2024
Beyond Chain-of-Thought: A Survey of Chain-of-X Paradigms for LLMs
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
626
47
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24 Apr 2024
Graph Machine Learning in the Era of Large Language Models (LLMs)
Graph Machine Learning in the Era of Large Language Models (LLMs)
Wenqi Fan
Shijie Wang
Jiani Huang
Zhikai Chen
Yu Song
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Haitao Mao
Hui Liu
Xiaorui Liu
D. Yin
Qing Li
AI4CE
429
43
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Evaluating Retrieval Quality in Retrieval-Augmented Generation
Evaluating Retrieval Quality in Retrieval-Augmented Generation
Alireza Salemi
Hamed Zamani
RALM
320
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A Preliminary Roadmap for LLMs as Assistants in Exploring, Analyzing,
  and Visualizing Knowledge Graphs
A Preliminary Roadmap for LLMs as Assistants in Exploring, Analyzing, and Visualizing Knowledge Graphs
Harry Li
G. Appleby
Ashley Suh
242
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Thought Graph: Generating Thought Process for Biological Reasoning
Thought Graph: Generating Thought Process for Biological ReasoningThe Web Conference (WWW), 2024
Chi-Yang Hsu
K. Cox
Jiawei Xu
Zhen Tan
Tianhua Zhai
Mengzhou Hu
Dexter Pratt
Tianlong Chen
Ziniu Hu
Ying Ding
AI4CE
133
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Materials science in the era of large language models: a perspective
Materials science in the era of large language models: a perspectiveDigital Discovery (DD), 2024
Ge Lei
Ronan Docherty
Samuel J. Cooper
226
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LLM vs. Lawyers: Identifying a Subset of Summary Judgments in a Large UK
  Case Law Dataset
LLM vs. Lawyers: Identifying a Subset of Summary Judgments in a Large UK Case Law Dataset
Ahmed Izzidien
Holli Sargeant
Felix Steffek
AILawELM
172
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