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Knowledge Enhanced Contextual Word Representations

Knowledge Enhanced Contextual Word Representations

9 September 2019
Matthew E. Peters
Mark Neumann
IV RobertL.Logan
Roy Schwartz
Vidur Joshi
Sameer Singh
Noah A. Smith
ArXivPDFHTML

Papers citing "Knowledge Enhanced Contextual Word Representations"

50 / 122 papers shown
Title
NeuralKG: An Open Source Library for Diverse Representation Learning of
  Knowledge Graphs
NeuralKG: An Open Source Library for Diverse Representation Learning of Knowledge Graphs
Wen Zhang
Xian-gan Chen
Zhen Yao
Mingyang Chen
Yushan Zhu
...
Yajing Xu
Ningyu Zhang
Zonggang Yuan
Feiyu Xiong
Huajun Chen
29
12
0
25 Feb 2022
What Has Been Enhanced in my Knowledge-Enhanced Language Model?
What Has Been Enhanced in my Knowledge-Enhanced Language Model?
Yifan Hou
Guoji Fu
Mrinmaya Sachan
KELM
33
1
0
02 Feb 2022
Kformer: Knowledge Injection in Transformer Feed-Forward Layers
Kformer: Knowledge Injection in Transformer Feed-Forward Layers
Yunzhi Yao
Shaohan Huang
Li Dong
Furu Wei
Huajun Chen
Ningyu Zhang
KELM
MedIm
26
42
0
15 Jan 2022
Does Entity Abstraction Help Generative Transformers Reason?
Does Entity Abstraction Help Generative Transformers Reason?
Nicolas Angelard-Gontier
Siva Reddy
C. Pal
34
5
0
05 Jan 2022
Learning Rich Representation of Keyphrases from Text
Learning Rich Representation of Keyphrases from Text
Mayank Kulkarni
Debanjan Mahata
Ravneet Arora
Rajarshi Bhowmik
VLM
27
65
0
16 Dec 2021
Enhancing Multilingual Language Model with Massive Multilingual
  Knowledge Triples
Enhancing Multilingual Language Model with Massive Multilingual Knowledge Triples
Linlin Liu
Xin Li
Ruidan He
Lidong Bing
Shafiq R. Joty
Luo Si
KELM
40
18
0
22 Nov 2021
Prix-LM: Pretraining for Multilingual Knowledge Base Construction
Prix-LM: Pretraining for Multilingual Knowledge Base Construction
Wenxuan Zhou
Fangyu Liu
Ivan Vulić
Nigel Collier
Muhao Chen
KELM
72
18
0
16 Oct 2021
Metadata Shaping: Natural Language Annotations for the Tail
Metadata Shaping: Natural Language Annotations for the Tail
Simran Arora
Sen Wu
Enci Liu
Christopher Ré
32
0
0
16 Oct 2021
A Multilingual Bag-of-Entities Model for Zero-Shot Cross-Lingual Text
  Classification
A Multilingual Bag-of-Entities Model for Zero-Shot Cross-Lingual Text Classification
Sosuke Nishikawa
Ikuya Yamada
Yoshimasa Tsuruoka
Isao Echizen
VLM
43
5
0
15 Oct 2021
Mention Memory: incorporating textual knowledge into Transformers
  through entity mention attention
Mention Memory: incorporating textual knowledge into Transformers through entity mention attention
Michiel de Jong
Yury Zemlyanskiy
Nicholas FitzGerald
Fei Sha
William W. Cohen
RALM
29
46
0
12 Oct 2021
Learning Sense-Specific Static Embeddings using Contextualised Word
  Embeddings as a Proxy
Learning Sense-Specific Static Embeddings using Contextualised Word Embeddings as a Proxy
Yi Zhou
Danushka Bollegala
31
9
0
05 Oct 2021
K-AID: Enhancing Pre-trained Language Models with Domain Knowledge for
  Question Answering
K-AID: Enhancing Pre-trained Language Models with Domain Knowledge for Question Answering
Fu Sun
Feng-Lin Li
Ruize Wang
Qianglong Chen
Xingyi Cheng
Ji Zhang
VLM
KELM
36
4
0
22 Sep 2021
Knowledge-Enhanced Evidence Retrieval for Counterargument Generation
Knowledge-Enhanced Evidence Retrieval for Counterargument Generation
Yohan Jo
Haneul Yoo
Jinyeong Bak
Alice H. Oh
Chris Reed
Eduard H. Hovy
RALM
40
12
0
19 Sep 2021
Packed Levitated Marker for Entity and Relation Extraction
Packed Levitated Marker for Entity and Relation Extraction
Deming Ye
Yankai Lin
Peng Li
Maosong Sun
141
106
0
13 Sep 2021
KELM: Knowledge Enhanced Pre-Trained Language Representations with
  Message Passing on Hierarchical Relational Graphs
KELM: Knowledge Enhanced Pre-Trained Language Representations with Message Passing on Hierarchical Relational Graphs
Yinquan Lu
H. Lu
Guirong Fu
Qun Liu
KELM
18
34
0
09 Sep 2021
Highly Parallel Autoregressive Entity Linking with Discriminative
  Correction
Highly Parallel Autoregressive Entity Linking with Discriminative Correction
Nicola De Cao
Wilker Aziz
Ivan Titov
39
35
0
08 Sep 2021
Mixed Attention Transformer for Leveraging Word-Level Knowledge to
  Neural Cross-Lingual Information Retrieval
Mixed Attention Transformer for Leveraging Word-Level Knowledge to Neural Cross-Lingual Information Retrieval
Zhiqi Huang
Hamed Bonab
Sheikh Muhammad Sarwar
Razieh Rahimi
James Allan
37
10
0
07 Sep 2021
Enhancing Natural Language Representation with Large-Scale Out-of-Domain
  Commonsense
Enhancing Natural Language Representation with Large-Scale Out-of-Domain Commonsense
Wanyun Cui
Xingran Chen
22
6
0
06 Sep 2021
RetroGAN: A Cyclic Post-Specialization System for Improving
  Out-of-Knowledge and Rare Word Representations
RetroGAN: A Cyclic Post-Specialization System for Improving Out-of-Knowledge and Rare Word Representations
Pedro Colon-Hernandez
Yida Xin
H. Lieberman
Catherine Havasi
C. Breazeal
Peter Chin
GAN
KELM
16
2
0
30 Aug 2021
Knowledge Perceived Multi-modal Pretraining in E-commerce
Knowledge Perceived Multi-modal Pretraining in E-commerce
Yushan Zhu
Huaixiao Tou
Wen Zhang
Ganqiang Ye
Hui Chen
Ningyu Zhang
Huajun Chen
28
32
0
20 Aug 2021
CausalBERT: Injecting Causal Knowledge Into Pre-trained Models with
  Minimal Supervision
CausalBERT: Injecting Causal Knowledge Into Pre-trained Models with Minimal Supervision
Zhongyang Li
Xiao Ding
Kuo Liao
Bing Qin
Ting Liu
CML
29
17
0
21 Jul 2021
Injecting Knowledge Base Information into End-to-End Joint Entity and
  Relation Extraction and Coreference Resolution
Injecting Knowledge Base Information into End-to-End Joint Entity and Relation Extraction and Coreference Resolution
S. Verlinden
Klim Zaporojets
Johannes Deleu
Thomas Demeester
Chris Develder
28
23
0
05 Jul 2021
JointGT: Graph-Text Joint Representation Learning for Text Generation
  from Knowledge Graphs
JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs
Pei Ke
Haozhe Ji
Yuanyuan Ran
Xin Cui
Liwei Wang
Linfeng Song
Xiaoyan Zhu
Minlie Huang
59
95
0
19 Jun 2021
Scientific Language Models for Biomedical Knowledge Base Completion: An
  Empirical Study
Scientific Language Models for Biomedical Knowledge Base Completion: An Empirical Study
Rahul Nadkarni
David Wadden
Iz Beltagy
Noah A. Smith
Hannaneh Hajishirzi
Tom Hope
35
27
0
17 Jun 2021
Pre-Trained Models: Past, Present and Future
Pre-Trained Models: Past, Present and Future
Xu Han
Zhengyan Zhang
Ning Ding
Yuxian Gu
Xiao Liu
...
Jie Tang
Ji-Rong Wen
Jinhui Yuan
Wayne Xin Zhao
Jun Zhu
AIFin
MQ
AI4MH
40
815
0
14 Jun 2021
Joint Biomedical Entity and Relation Extraction with Knowledge-Enhanced
  Collective Inference
Joint Biomedical Entity and Relation Extraction with Knowledge-Enhanced Collective Inference
T. Lai
Heng Ji
ChengXiang Zhai
Quan Hung Tran
37
65
0
27 May 2021
LMMS Reloaded: Transformer-based Sense Embeddings for Disambiguation and
  Beyond
LMMS Reloaded: Transformer-based Sense Embeddings for Disambiguation and Beyond
Daniel Loureiro
A. Jorge
Jose Camacho-Collados
33
26
0
26 May 2021
SGPT: Semantic Graphs based Pre-training for Aspect-based Sentiment
  Analysis
SGPT: Semantic Graphs based Pre-training for Aspect-based Sentiment Analysis
Yong Qian
Zhongqing Wang
Rong Xiao
Chen Chen
Haihong Tang
25
4
0
26 May 2021
PTR: Prompt Tuning with Rules for Text Classification
PTR: Prompt Tuning with Rules for Text Classification
Xu Han
Weilin Zhao
Ning Ding
Zhiyuan Liu
Maosong Sun
VLM
41
513
0
24 May 2021
Do Models Learn the Directionality of Relations? A New Evaluation:
  Relation Direction Recognition
Do Models Learn the Directionality of Relations? A New Evaluation: Relation Direction Recognition
Shengfei Lyu
Xingyu Wu
Jinlong Li
Qiuju Chen
Huanhuan Chen
32
5
0
19 May 2021
Relation Classification with Entity Type Restriction
Relation Classification with Entity Type Restriction
Shengfei Lyu
Huanhuan Chen
22
68
0
18 May 2021
Conversational Entity Linking: Problem Definition and Datasets
Conversational Entity Linking: Problem Definition and Datasets
Hideaki Joko
Faegheh Hasibi
K. Balog
A. D. Vries
21
19
0
11 May 2021
Re-TACRED: Addressing Shortcomings of the TACRED Dataset
Re-TACRED: Addressing Shortcomings of the TACRED Dataset
George Stoica
Emmanouil Antonios Platanios
Barnabás Póczos
28
112
0
16 Apr 2021
Distantly Supervised Relation Extraction with Sentence Reconstruction
  and Knowledge Base Priors
Distantly Supervised Relation Extraction with Sentence Reconstruction and Knowledge Base Priors
Fenia Christopoulou
Makoto Miwa
Sophia Ananiadou
34
20
0
16 Apr 2021
KnowPrompt: Knowledge-aware Prompt-tuning with Synergistic Optimization
  for Relation Extraction
KnowPrompt: Knowledge-aware Prompt-tuning with Synergistic Optimization for Relation Extraction
Xiang Chen
Ningyu Zhang
Xin Xie
Shumin Deng
Yunzhi Yao
Chuanqi Tan
Fei Huang
Luo Si
Huajun Chen
38
401
0
15 Apr 2021
K-PLUG: Knowledge-injected Pre-trained Language Model for Natural
  Language Understanding and Generation in E-Commerce
K-PLUG: Knowledge-injected Pre-trained Language Model for Natural Language Understanding and Generation in E-Commerce
Song Xu
Haoran Li
Peng Yuan
Yujia Wang
Youzheng Wu
Xiaodong He
Ying Liu
Bowen Zhou
KELM
35
24
0
14 Apr 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
35
51
0
12 Apr 2021
Boosting Low-Resource Biomedical QA via Entity-Aware Masking Strategies
Boosting Low-Resource Biomedical QA via Entity-Aware Masking Strategies
Gabriele Pergola
E. Kochkina
Lin Gui
Maria Liakata
Yulan He
88
31
0
16 Feb 2021
Reasoning Over Virtual Knowledge Bases With Open Predicate Relations
Reasoning Over Virtual Knowledge Bases With Open Predicate Relations
Haitian Sun
Pat Verga
Bhuwan Dhingra
Ruslan Salakhutdinov
William W. Cohen
LRM
39
26
0
14 Feb 2021
Typing Errors in Factual Knowledge Graphs: Severity and Possible Ways
  Out
Typing Errors in Factual Knowledge Graphs: Severity and Possible Ways Out
Peiran Yao
Denilson Barbosa
34
6
0
03 Feb 2021
Measuring and Improving Consistency in Pretrained Language Models
Measuring and Improving Consistency in Pretrained Language Models
Yanai Elazar
Nora Kassner
Shauli Ravfogel
Abhilasha Ravichander
Eduard H. Hovy
Hinrich Schütze
Yoav Goldberg
HILM
269
346
0
01 Feb 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
ERICA: Improving Entity and Relation Understanding for Pre-trained
  Language Models via Contrastive Learning
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
An Embarrassingly Simple Model for Dialogue Relation Extraction
An Embarrassingly Simple Model for Dialogue Relation Extraction
Fuzhao Xue
Aixin Sun
Hao Zhang
Jinjie Ni
E. Chng
25
27
0
27 Dec 2020
Modifying Memories in Transformer Models
Modifying Memories in Transformer Models
Chen Zhu
A. S. Rawat
Manzil Zaheer
Srinadh Bhojanapalli
Daliang Li
Felix X. Yu
Sanjiv Kumar
KELM
23
192
0
01 Dec 2020
Knowledge Graph Based Synthetic Corpus Generation for Knowledge-Enhanced
  Language Model Pre-training
Knowledge Graph Based Synthetic Corpus Generation for Knowledge-Enhanced Language Model Pre-training
Oshin Agarwal
Heming Ge
Siamak Shakeri
Rami Al-Rfou
10
38
0
23 Oct 2020
GiBERT: Introducing Linguistic Knowledge into BERT through a Lightweight
  Gated Injection Method
GiBERT: Introducing Linguistic Knowledge into BERT through a Lightweight Gated Injection Method
Nicole Peinelt
Marek Rei
Maria Liakata
22
2
0
23 Oct 2020
Language Models are Open Knowledge Graphs
Language Models are Open Knowledge Graphs
Chenguang Wang
Xiao Liu
D. Song
SSL
KELM
26
135
0
22 Oct 2020
Bootleg: Chasing the Tail with Self-Supervised Named Entity
  Disambiguation
Bootleg: Chasing the Tail with Self-Supervised Named Entity Disambiguation
Laurel J. Orr
Megan Leszczynski
Simran Arora
Sen Wu
Neel Guha
Xiao Ling
Christopher Ré
143
48
0
20 Oct 2020
Infusing Disease Knowledge into BERT for Health Question Answering,
  Medical Inference and Disease Name Recognition
Infusing Disease Knowledge into BERT for Health Question Answering, Medical Inference and Disease Name Recognition
Yun He
Ziwei Zhu
Yin Zhang
Qin Chen
James Caverlee
AI4MH
28
108
0
08 Oct 2020
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