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Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study Over Open-ended Question Answering
Annual Meeting of the Association for Computational Linguistics (ACL), 2024
10 October 2024
Yuan Sui
Yufei He
Zifeng Ding
Bryan Hooi
HILM
RALM
ELM
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Papers citing
"Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study Over Open-ended Question Answering"
49 / 49 papers shown
Wikontic: Constructing Wikidata-Aligned, Ontology-Aware Knowledge Graphs with Large Language Models
Alla Chepurova
Aydar Bulatov
Yuri Kuratov
Mikhail Burtsev
KELM
130
0
0
29 Nov 2025
EvoTest: Evolutionary Test-Time Learning for Self-Improving Agentic Systems
Yufei He
Juncheng Liu
Yue Liu
Yibo Li
Tri Cao
Zhiyuan Hu
X. Xu
Bryan Hooi
TTA
ELM
VLM
373
9
0
15 Oct 2025
Are Large Language Models Effective Knowledge Graph Constructors?
R. Chen
Weifeng Jiang
Chengwei Qin
Bo Xiong
Fiona Liausvia
Dongkyu Choi
Boon Kiat Quek
AI4MH
179
0
0
13 Oct 2025
Backdoor-Powered Prompt Injection Attacks Nullify Defense Methods
Yulin Chen
Haoran Li
Yuan Sui
Yangqiu Song
Bryan Hooi
SILM
AAML
272
2
0
04 Oct 2025
SIGMUS: Semantic Integration for Knowledge Graphs in Multimodal Urban Spaces
Brian Wang
Mani B. Srivastava
137
0
0
30 Aug 2025
Enabling Self-Improving Agents to Learn at Test Time With Human-In-The-Loop Guidance
Yufei He
Ruoyu Li
Alex Chen
Yue Liu
Yulin Chen
...
Cheng Chen
Yi Zhu
Luca Luo
Frank Yang
Bryan Hooi
LLMAG
250
6
0
23 Jul 2025
Large Language Models Meet Knowledge Graphs for Question Answering: Synthesis and Opportunities
Chuangtao Ma
Yongrui Chen
Tianxing Wu
Arijit Khan
Haofen Wang
ELM
397
18
0
26 May 2025
FamilyTool: A Multi-hop Personalized Tool Use Benchmark
Yuxin Wang
Yiran Guo
Y. Zheng
Zhangyue Yin
Tian Jin
Jie Yang
Jiajun Chen
Yuan Li
Qi Zhang
Xipeng Qiu
410
2
0
09 Apr 2025
KG-LLM-Bench: A Scalable Benchmark for Evaluating LLM Reasoning on Textualized Knowledge Graphs
Elan Markowitz
Krupa Galiya
Greg Ver Steeg
Aram Galstyan
358
3
0
09 Apr 2025
Efficient Inference for Large Reasoning Models: A Survey
Yi Liu
Jiaying Wu
Yufei He
Hongcheng Gao
Hongyu Chen
...
Xu Cheng
Zhiqi Huang
Bryan Hooi
Stan Z. Li
Keqin Li
LLMAG
LRM
628
57
0
29 Mar 2025
A Pilot Empirical Study on When and How to Use Knowledge Graphs as Retrieval Augmented Generation
Xujie Yuan
Yongxu Liu
Hanmo Liu
Shiwen Wu
Libin Zheng
Rui Meng
Lei Chen
Xiaofang Zhou
Jian Yin
569
0
0
28 Feb 2025
Meta-Reasoner: Dynamic Guidance for Optimized Inference-time Reasoning in Large Language Models
Yuan Sui
Yufei He
Tri Cao
Simeng Han
Yulin Chen
Bryan Hooi
LRM
AI4CE
899
22
0
27 Feb 2025
Can Indirect Prompt Injection Attacks Be Detected and Removed?
Annual Meeting of the Association for Computational Linguistics (ACL), 2025
Yulin Chen
Haoran Li
Yuan Sui
Yufei He
Yue Liu
Yangqiu Song
Bryan Hooi
AAML
675
41
0
23 Feb 2025
From Local to Global: A Graph RAG Approach to Query-Focused Summarization
Darren Edge
Ha Trinh
Newman Cheng
Joshua Bradley
Alex Chao
Apurva Mody
Steven Truitt
Dasha Metropolitansky
Robert Osazuwa Ness
Jonathan Larson
RALM
804
1,303
0
20 Feb 2025
Evaluating the Paperclip Maximizer: Are RL-Based Language Models More Likely to Pursue Instrumental Goals?
Yufei He
Yuexin Li
Jiaying Wu
Yuan Sui
Yulin Chen
Bryan Hooi
ALM
586
26
0
16 Feb 2025
A Survey of Large Language Models for Healthcare: from Data, Technology, and Applications to Accountability and Ethics
Information Fusion (Inf. Fusion), 2023
Kai He
Rui Mao
Qika Lin
Yucheng Ruan
Xiang Lan
Mengling Feng
Xiaoshi Zhong
LM&MA
AILaw
894
298
0
28 Jan 2025
Defense Against Prompt Injection Attack by Leveraging Attack Techniques
Annual Meeting of the Association for Computational Linguistics (ACL), 2024
Yulin Chen
Haoran Li
Zihao Zheng
Yangqiu Song
Dekai Wu
Bryan Hooi
AAML
SILM
744
35
0
01 Nov 2024
LongHalQA: Long-Context Hallucination Evaluation for MultiModal Large Language Models
Han Qiu
Jiaxing Huang
Peng Gao
Qin Qi
Xiaoqin Zhang
Ling Shao
Shijian Lu
HILM
389
7
0
13 Oct 2024
Generalizing Graph Transformers Across Diverse Graphs and Tasks via Pre-training
Yufei He
Zhenyu Hou
Yukuo Cen
Feng He
Feng He
Xu Cheng
Jie Tang
Bryan Hooi
AI4CE
736
9
0
04 Jul 2024
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
848
44
0
22 May 2024
Does Fine-Tuning LLMs on New Knowledge Encourage Hallucinations?
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2024
Zorik Gekhman
G. Yona
Roee Aharoni
Matan Eyal
Amir Feder
Roi Reichart
Jonathan Herzig
469
255
0
09 May 2024
G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering
Xiaoxin He
Yijun Tian
Yifei Sun
Nitesh Chawla
T. Laurent
Yann LeCun
Xavier Bresson
Bryan Hooi
RALM
700
239
0
12 Feb 2024
Can Knowledge Graphs Reduce Hallucinations in LLMs? : A Survey
North American Chapter of the Association for Computational Linguistics (NAACL), 2023
Garima Agrawal
Tharindu Kumarage
Zeyad Alghami
Huanmin Liu
440
183
0
14 Nov 2023
A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions
Lei Huang
Weijiang Yu
Weitao Ma
Weihong Zhong
Zhangyin Feng
...
Qianglong Chen
Weihua Peng
Xiaocheng Feng
Bing Qin
Ting Liu
LRM
HILM
578
2,510
0
09 Nov 2023
Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning
International Conference on Learning Representations (ICLR), 2023
Linhao Luo
Yuan-Fang Li
Gholamreza Haffari
Shirui Pan
RALM
LRM
658
479
0
02 Oct 2023
Retrieve-Rewrite-Answer: A KG-to-Text Enhanced LLMs Framework for Knowledge Graph Question Answering
Yike Wu
Nan Hu
Sheng Bi
Guilin Qi
Jie Ren
Anhuan Xie
Wei Song
RALM
359
99
0
20 Sep 2023
MindMap: Knowledge Graph Prompting Sparks Graph of Thoughts in Large Language Models
Annual Meeting of the Association for Computational Linguistics (ACL), 2023
Yilin Wen
Zifeng Wang
Jimeng Sun
ReLM
551
137
0
17 Aug 2023
Unifying Large Language Models and Knowledge Graphs: A Roadmap
IEEE Transactions on Knowledge and Data Engineering (TKDE), 2023
Shirui Pan
Linhao Luo
Yufei Wang
Chen Chen
Jiapu Wang
Xindong Wu
KELM
624
1,333
0
14 Jun 2023
FActScore: Fine-grained Atomic Evaluation of Factual Precision in Long Form Text Generation
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Sewon Min
Kalpesh Krishna
Xinxi Lyu
M. Lewis
Anuj Kumar
Pang Wei Koh
Mohit Iyyer
Luke Zettlemoyer
Hannaneh Hajishirzi
HILM
ALM
780
1,192
0
23 May 2023
The CoT Collection: Improving Zero-shot and Few-shot Learning of Language Models via Chain-of-Thought Fine-Tuning
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Seungone Kim
Se June Joo
Doyoung Kim
Joel Jang
Seonghyeon Ye
Jamin Shin
Minjoon Seo
ALM
RALM
LRM
468
170
0
23 May 2023
StructGPT: A General Framework for Large Language Model to Reason over Structured Data
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Jinhao Jiang
Kun Zhou
Zican Dong
Keming Ye
Wayne Xin Zhao
Ji-Rong Wen
LRM
LMTD
RALM
540
506
0
16 May 2023
G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Yang Liu
Dan Iter
Yichong Xu
Shuohang Wang
Ruochen Xu
Chenguang Zhu
ELM
ALM
LM&MA
765
2,145
0
29 Mar 2023
Reflexion: Language Agents with Verbal Reinforcement Learning
Neural Information Processing Systems (NeurIPS), 2023
Noah Shinn
Federico Cassano
Beck Labash
A. Gopinath
Karthik Narasimhan
Shunyu Yao
LLMAG
KELM
946
3,073
0
20 Mar 2023
Is ChatGPT a Good NLG Evaluator? A Preliminary Study
Jiaan Wang
Yunlong Liang
Fandong Meng
Zengkui Sun
Haoxiang Shi
Zhixu Li
Jinan Xu
Jianfeng Qu
Jie Zhou
LM&MA
ELM
ALM
AI4MH
549
611
0
07 Mar 2023
Rethinking with Retrieval: Faithful Large Language Model Inference
Hangfeng He
Hongming Zhang
Dan Roth
KELM
LRM
547
213
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31 Dec 2022
Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step Questions
Annual Meeting of the Association for Computational Linguistics (ACL), 2022
H. Trivedi
Niranjan Balasubramanian
Tushar Khot
Ashish Sabharwal
KELM
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617
910
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20 Dec 2022
Galactica: A Large Language Model for Science
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Marcin Kardas
Guillem Cucurull
Thomas Scialom
Anthony Hartshorn
Elvis Saravia
Andrew Poulton
Viktor Kerkez
Robert Stojnic
ELM
ReLM
493
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16 Nov 2022
A Survey of Knowledge Enhanced Pre-trained Language Models
IEEE Transactions on Knowledge and Data Engineering (TKDE), 2022
Linmei Hu
Zeyi Liu
Ziwang Zhao
Lei Hou
Liqiang Nie
Juanzi Li
KELM
VLM
530
212
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11 Nov 2022
OpenCQA: Open-ended Question Answering with Charts
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Rixie Tiffany Ko Leong
J. Tan
Enamul Hoque
Shafiq Joty
193
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12 Oct 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models
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Jason W. Wei
Dale Schuurmans
Quoc Le
Ed H. Chi
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Training language models to follow instructions with human feedback
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...
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DECAF: Generating Fair Synthetic Data Using Causally-Aware Generative Networks
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Learning to Deceive Knowledge Graph Augmented Models via Targeted Perturbation
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Aaron Chan
Siddhant Agarwal
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Applied Sciences (Appl. Sci.), 2020
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W. Weng
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