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Exploiting Structured Knowledge in Text via Graph-Guided Representation
  Learning

Exploiting Structured Knowledge in Text via Graph-Guided Representation Learning

29 April 2020
Tao Shen
Yi Mao
Pengcheng He
Guodong Long
Adam Trischler
Weizhu Chen
ArXivPDFHTML

Papers citing "Exploiting Structured Knowledge in Text via Graph-Guided Representation Learning"

37 / 37 papers shown
Title
Enhancing Domain-Specific Encoder Models with LLM-Generated Data: How to Leverage Ontologies, and How to Do Without Them
Enhancing Domain-Specific Encoder Models with LLM-Generated Data: How to Leverage Ontologies, and How to Do Without Them
Marc Felix Brinner
Tarek Al Mustafa
Sina Zarrieß
39
0
0
27 Mar 2025
Lost-in-Distance: Impact of Contextual Proximity on LLM Performance in Graph Tasks
Lost-in-Distance: Impact of Contextual Proximity on LLM Performance in Graph Tasks
Hamed Firooz
Maziar Sanjabi
Wenlong Jiang
Xiaoling Zhai
71
3
0
03 Jan 2025
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
...
Haitao Mao
Hui Liu
Xiaorui Liu
Dawei Yin
Qing Li
AI4CE
33
23
0
23 Apr 2024
CuriousLLM: Elevating Multi-Document Question Answering with LLM-Enhanced Knowledge Graph Reasoning
CuriousLLM: Elevating Multi-Document Question Answering with LLM-Enhanced Knowledge Graph Reasoning
Zukang Yang
Zixuan Zhu
Xuan Zhu
RALM
35
0
0
13 Apr 2024
ConcEPT: Concept-Enhanced Pre-Training for Language Models
ConcEPT: Concept-Enhanced Pre-Training for Language Models
Xintao Wang
Zhouhong Gu
Jiaqing Liang
Dakuan Lu
Yanghua Xiao
Wei Wang
37
1
0
11 Jan 2024
Can Knowledge Graphs Reduce Hallucinations in LLMs? : A Survey
Can Knowledge Graphs Reduce Hallucinations in LLMs? : A Survey
Garima Agrawal
Tharindu Kumarage
Zeyad Alghami
Huanmin Liu
37
81
0
14 Nov 2023
Give Us the Facts: Enhancing Large Language Models with Knowledge Graphs
  for Fact-aware Language Modeling
Give Us the Facts: Enhancing Large Language Models with Knowledge Graphs for Fact-aware Language Modeling
Lin F. Yang
Hongyang Chen
Zhao Li
Xiao Ding
Xindong Wu
KELM
40
87
0
20 Jun 2023
Unifying Large Language Models and Knowledge Graphs: A Roadmap
Unifying Large Language Models and Knowledge Graphs: A Roadmap
Shirui Pan
Linhao Luo
Yufei Wang
Chen Chen
Jiapu Wang
Xindong Wu
KELM
40
723
0
14 Jun 2023
Graph-Aware Language Model Pre-Training on a Large Graph Corpus Can Help
  Multiple Graph Applications
Graph-Aware Language Model Pre-Training on a Large Graph Corpus Can Help Multiple Graph Applications
Han Xie
Da Zheng
Jun Ma
Houyu Zhang
V. Ioannidis
...
Sheng Wang
Carl Yang
Yi Xu
Belinda Zeng
Trishul Chilimbi
AI4CE
22
36
0
05 Jun 2023
The Life Cycle of Knowledge in Big Language Models: A Survey
The Life Cycle of Knowledge in Big Language Models: A Survey
Boxi Cao
Hongyu Lin
Xianpei Han
Le Sun
KELM
33
27
0
14 Mar 2023
A Survey on Knowledge-Enhanced Pre-trained Language Models
A Survey on Knowledge-Enhanced Pre-trained Language Models
Chaoqi Zhen
Yanlei Shang
Xiangyu Liu
Yifei Li
Yong Chen
Dell Zhang
VLM
KELM
32
3
0
27 Dec 2022
GraphWOZ: Dialogue Management with Conversational Knowledge Graphs
GraphWOZ: Dialogue Management with Conversational Knowledge Graphs
Nicholas Walker
Stefan Ultes
Pierre Lison
27
5
0
23 Nov 2022
Detecting Euphemisms with Literal Descriptions and Visual Imagery
Detecting Euphemisms with Literal Descriptions and Visual Imagery
.Ilker Kesen
Aykut Erdem
Erkut Erdem
Iacer Calixto
29
4
0
08 Nov 2022
Knowledge Graph Embedding: A Survey from the Perspective of
  Representation Spaces
Knowledge Graph Embedding: A Survey from the Perspective of Representation Spaces
Jiahang Cao
Jinyuan Fang
Zaiqiao Meng
Shangsong Liang
31
60
0
07 Nov 2022
Deep Bidirectional Language-Knowledge Graph Pretraining
Deep Bidirectional Language-Knowledge Graph Pretraining
Michihiro Yasunaga
Antoine Bosselut
Hongyu Ren
Xikun Zhang
Christopher D. Manning
Percy Liang
J. Leskovec
36
193
0
17 Oct 2022
Sequence-to-Sequence Knowledge Graph Completion and Question Answering
Sequence-to-Sequence Knowledge Graph Completion and Question Answering
Apoorv Saxena
Adrian Kochsiek
Rainer Gemulla
AIMat
45
120
0
19 Mar 2022
GreaseLM: Graph REASoning Enhanced Language Models for Question
  Answering
GreaseLM: Graph REASoning Enhanced Language Models for Question Answering
Xikun Zhang
Antoine Bosselut
Michihiro Yasunaga
Hongyu Ren
Percy Liang
Christopher D. Manning
J. Leskovec
ReLM
AI4MH
LRM
22
220
0
21 Jan 2022
Knowledge Enhanced Pretrained Language Models: A Compreshensive Survey
Knowledge Enhanced Pretrained Language Models: A Compreshensive Survey
Xiaokai Wei
Shen Wang
Dejiao Zhang
Parminder Bhatia
Andrew O. Arnold
KELM
29
45
0
16 Oct 2021
EventBERT: A Pre-Trained Model for Event Correlation Reasoning
EventBERT: A Pre-Trained Model for Event Correlation Reasoning
Yucheng Zhou
Xiubo Geng
Tao Shen
Guodong Long
Daxin Jiang
42
46
0
13 Oct 2021
A Survey of Knowledge Enhanced Pre-trained Models
A Survey of Knowledge Enhanced Pre-trained Models
Jian Yang
Xinyu Hu
Gang Xiao
Yulong Shen
KELM
40
5
0
01 Oct 2021
Semantic Categorization of Social Knowledge for Commonsense Question
  Answering
Semantic Categorization of Social Knowledge for Commonsense Question Answering
Gengyu Wang
Xiaochen Hou
Diyi Yang
Kathleen McKeown
Jing Huang
VLM
24
3
0
11 Sep 2021
Interviewer-Candidate Role Play: Towards Developing Real-World NLP
  Systems
Interviewer-Candidate Role Play: Towards Developing Real-World NLP Systems
Neeraj Varshney
Swaroop Mishra
Chitta Baral
14
0
0
01 Jul 2021
Relational World Knowledge Representation in Contextual Language Models:
  A Review
Relational World Knowledge Representation in Contextual Language Models: A Review
Tara Safavi
Danai Koutra
KELM
38
51
0
12 Apr 2021
Structure Inducing Pre-Training
Structure Inducing Pre-Training
Matthew B. A. McDermott
Brendan Yap
Peter Szolovits
Marinka Zitnik
42
18
0
18 Mar 2021
Combining pre-trained language models and structured knowledge
Combining pre-trained language models and structured knowledge
Pedro Colon-Hernandez
Catherine Havasi
Jason B. Alonso
Matthew Huggins
C. Breazeal
KELM
38
48
0
28 Jan 2021
CoCoLM: COmplex COmmonsense Enhanced Language Model with Discourse
  Relations
CoCoLM: COmplex COmmonsense Enhanced Language Model with Discourse Relations
Changlong Yu
Hongming Zhang
Yangqiu Song
Wilfred Ng
66
21
0
31 Dec 2020
NegatER: Unsupervised Discovery of Negatives in Commonsense Knowledge
  Bases
NegatER: Unsupervised Discovery of Negatives in Commonsense Knowledge Bases
Tara Safavi
Jing Zhu
Danai Koutra
23
12
0
15 Nov 2020
Learning to Deceive Knowledge Graph Augmented Models via Targeted
  Perturbation
Learning to Deceive Knowledge Graph Augmented Models via Targeted Perturbation
Mrigank Raman
Aaron Chan
Siddhant Agarwal
Peifeng Wang
Hansen Wang
Sungchul Kim
Ryan Rossi
Handong Zhao
Nedim Lipka
Xiang Ren
36
19
0
24 Oct 2020
JAKET: Joint Pre-training of Knowledge Graph and Language Understanding
JAKET: Joint Pre-training of Knowledge Graph and Language Understanding
Donghan Yu
Chenguang Zhu
Yiming Yang
Michael Zeng
KELM
11
142
0
02 Oct 2020
DeBERTa: Decoding-enhanced BERT with Disentangled Attention
DeBERTa: Decoding-enhanced BERT with Disentangled Attention
Pengcheng He
Xiaodong Liu
Jianfeng Gao
Weizhu Chen
AAML
64
2,626
0
05 Jun 2020
A Survey on Knowledge Graphs: Representation, Acquisition and
  Applications
A Survey on Knowledge Graphs: Representation, Acquisition and Applications
Shaoxiong Ji
Shirui Pan
Min Zhang
Pekka Marttinen
Philip S. Yu
197
1,944
0
02 Feb 2020
K-BERT: Enabling Language Representation with Knowledge Graph
K-BERT: Enabling Language Representation with Knowledge Graph
Weijie Liu
Peng Zhou
Zhe Zhao
Zhiruo Wang
Qi Ju
Haotang Deng
Ping Wang
231
777
0
17 Sep 2019
Knowledge Enhanced Contextual Word Representations
Knowledge Enhanced Contextual Word Representations
Matthew E. Peters
Mark Neumann
IV RobertL.Logan
Roy Schwartz
Vidur Joshi
Sameer Singh
Noah A. Smith
234
656
0
09 Sep 2019
Language Models as Knowledge Bases?
Language Models as Knowledge Bases?
Fabio Petroni
Tim Rocktaschel
Patrick Lewis
A. Bakhtin
Yuxiang Wu
Alexander H. Miller
Sebastian Riedel
KELM
AI4MH
454
2,589
0
03 Sep 2019
Tensorized Self-Attention: Efficiently Modeling Pairwise and Global
  Dependencies Together
Tensorized Self-Attention: Efficiently Modeling Pairwise and Global Dependencies Together
Tao Shen
Dinesh Manocha
Guodong Long
Jing Jiang
Chengqi Zhang
43
14
0
02 May 2018
DeepType: Multilingual Entity Linking by Neural Type System Evolution
DeepType: Multilingual Entity Linking by Neural Type System Evolution
Jonathan Raiman
O. Raiman
BDL
HAI
133
183
0
03 Feb 2018
Joint Learning of the Embedding of Words and Entities for Named Entity
  Disambiguation
Joint Learning of the Embedding of Words and Entities for Named Entity Disambiguation
Ikuya Yamada
Hiroyuki Shindo
Hideaki Takeda
Yoshiyasu Takefuji
136
318
0
06 Jan 2016
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