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Knowledge Enhanced Contextual Word Representations

9 September 2019

Papers citing "Knowledge Enhanced Contextual Word Representations"

50 / 350 papers shown

Title
AutoRC: Improving BERT Based Relation Classification Models via Architecture Search Wei-wei Zhu Xipeng Qiu Yuan Ni Guotong Xie 43 18 0 22 Sep 2020
Biomedical Event Extraction with Hierarchical Knowledge Graphs Kung-Hsiang Huang Mu Yang Nanyun Peng 74 29 0 20 Sep 2020
E-BERT: A Phrase and Product Knowledge Enhanced Language Model for E-commerce Denghui Zhang Zixuan Yuan Yanchi Liu Fuzhen Zhuang Haifeng Chen Hui Xiong 84 34 0 07 Sep 2020
HittER: Hierarchical Transformers for Knowledge Graph Embeddings Sanxing Chen Xiaodong Liu Jianfeng Gao Jian Jiao Ruofei Zhang Yangfeng Ji 91 113 0 28 Aug 2020
Analysis and Evaluation of Language Models for Word Sense Disambiguation Daniel Loureiro Kiamehr Rezaee Mohammad Taher Pilehvar Jose Camacho-Collados 93 14 0 26 Aug 2020
Conceptualized Representation Learning for Chinese Biomedical Text Mining Ningyu Zhang Qianghuai Jia Kangping Yin Liang Dong Feng Gao Nengwei Hua OOD 82 67 0 25 Aug 2020
Language Models as Knowledge Bases: On Entity Representations, Storage Capacity, and Paraphrased Queries Benjamin Heinzerling Kentaro Inui KELM 68 133 0 20 Aug 2020
BabelEnconding at SemEval-2020 Task 3: Contextual Similarity as a Combination of Multilingualism and Language Models L. Pessutto Tiago de Melo V. Moreira A. D. Silva 18 1 0 19 Aug 2020
ConvBERT: Improving BERT with Span-based Dynamic Convolution Zihang Jiang Weihao Yu Daquan Zhou Yunpeng Chen Jiashi Feng Shuicheng Yan 135 162 0 06 Aug 2020
Knowledge-Aware Language Model Pretraining Corby Rosset Chenyan Xiong M. Phan Xia Song Paul N. Bennett Saurabh Tiwary KELM 94 83 0 29 Jun 2020
Benchmark and Best Practices for Biomedical Knowledge Graph Embeddings David Chang Ivana Balazevic Carl Allen Daniel Chawla C. Brandt R. Taylor 83 40 0 24 Jun 2020
Graph Representation Learning Network via Adaptive Sampling Anderson de Andrade Chen Cecilia Liu GNN 15 0 0 08 Jun 2020
Neural Entity Linking: A Survey of Models Based on Deep Learning Ozge Sevgili Artem Shelmanov Mikhail V. Arkhipov Alexander Panchenko Christian Biemann VLM 3DV AI4TS 135 123 0 31 May 2020
Empirical Evaluation of Pretraining Strategies for Supervised Entity Linking Thibault Févry Nicholas FitzGerald Livio Baldini Soares Tom Kwiatkowski 97 29 0 28 May 2020
Common Sense or World Knowledge? Investigating Adapter-Based Knowledge Injection into Pretrained Transformers Anne Lauscher Olga Majewska Leonardo F. R. Ribeiro Iryna Gurevych Nikolai Rozanov Goran Glavaš KELM 82 81 0 24 May 2020
TaBERT: Pretraining for Joint Understanding of Textual and Tabular Data Pengcheng Yin Graham Neubig Wen-tau Yih Sebastian Riedel RALM LMTD 123 608 0 17 May 2020
KinGDOM: Knowledge-Guided DOMain adaptation for sentiment analysis Deepanway Ghosal Devamanyu Hazarika Abhinaba Roy Navonil Majumder Rada Mihalcea Soujanya Poria 105 68 0 02 May 2020
BERT-kNN: Adding a kNN Search Component to Pretrained Language Models for Better QA Nora Kassner Hinrich Schütze RALM 110 69 0 02 May 2020
GenericsKB: A Knowledge Base of Generic Statements Sumithra Bhakthavatsalam Chloe Anastasiades Peter Clark 58 70 0 02 May 2020
Self-supervised Knowledge Triplet Learning for Zero-shot Question Answering Pratyay Banerjee Chitta Baral 80 65 0 01 May 2020
Interpretable Entity Representations through Large-Scale Typing Yasumasa Onoe Greg Durrett 72 20 0 30 Apr 2020
TACRED Revisited: A Thorough Evaluation of the TACRED Relation Extraction Task Christoph Alt Aleksandra Gabryszak Leonhard Hennig 140 159 0 30 Apr 2020
Exploiting Structured Knowledge in Text via Graph-Guided Representation Learning Tao Shen Yi Mao Pengcheng He Guodong Long Adam Trischler Weizhu Chen 84 63 0 29 Apr 2020
How Does NLP Benefit Legal System: A Summary of Legal Artificial Intelligence Haoxiang Zhong Chaojun Xiao Cunchao Tu Tianyang Zhang Zhiyuan Liu Maosong Sun AILaw 140 307 0 25 Apr 2020
Contextualized Representations Using Textual Encyclopedic Knowledge Mandar Joshi Kenton Lee Yi Luan Kristina Toutanova 125 31 0 24 Apr 2020
Exploring the Combination of Contextual Word Embeddings and Knowledge Graph Embeddings Lea Dieudonat Kelvin Han Phyllicia Leavitt Esteban Marquer 43 3 0 17 Apr 2020
Probing Linguistic Features of Sentence-Level Representations in Neural Relation Extraction Christoph Alt Aleksandra Gabryszak Leonhard Hennig NAI 62 34 0 17 Apr 2020
Dialogue-Based Relation Extraction Dian Yu Kai Sun Claire Cardie Dong Yu 61 135 0 17 Apr 2020
Entities as Experts: Sparse Memory Access with Entity Supervision Thibault Févry Livio Baldini Soares Nicholas FitzGerald Eunsol Choi Tom Kwiatkowski RALM 120 155 0 15 Apr 2020
Coreferential Reasoning Learning for Language Representation Deming Ye Yankai Lin Jiaju Du Zhenghao Liu Peng Li Maosong Sun Zhiyuan Liu 87 179 0 15 Apr 2020
Data-driven models and computational tools for neurolinguistics: a language technology perspective Ekaterina Artemova Amir Bakarov A. Artemov Evgeny Burnaev M. Sharaev 46 4 0 23 Mar 2020
Pre-trained Models for Natural Language Processing: A Survey Xipeng Qiu Tianxiang Sun Yige Xu Yunfan Shao Ning Dai Xuanjing Huang LM&MA VLM 388 1,498 0 18 Mar 2020
A Primer in BERTology: What we know about how BERT works Anna Rogers Olga Kovaleva Anna Rumshisky OffRL 137 1,510 0 27 Feb 2020
REALM: Retrieval-Augmented Language Model Pre-Training Kelvin Guu Kenton Lee Zora Tung Panupong Pasupat Ming-Wei Chang RALM 151 2,126 0 10 Feb 2020
K-Adapter: Infusing Knowledge into Pre-Trained Models with Adapters Ruize Wang Duyu Tang Nan Duan Zhongyu Wei Xuanjing Huang Jianshu Ji Guihong Cao Daxin Jiang Ming Zhou KELM 135 557 0 05 Feb 2020
Explaining Relationships Between Scientific Documents Kelvin Luu Xinyi Wu Rik Koncel-Kedziorski Kyle Lo Isabel Cachola Noah A. Smith 124 50 0 02 Feb 2020
What Does My QA Model Know? Devising Controlled Probes using Expert Knowledge Kyle Richardson Ashish Sabharwal 81 46 0 31 Dec 2019
Pretrained Encyclopedia: Weakly Supervised Knowledge-Pretrained Language Model Wenhan Xiong Jingfei Du William Yang Wang Veselin Stoyanov SSL KELM 105 201 0 20 Dec 2019
WaLDORf: Wasteless Language-model Distillation On Reading-comprehension J. Tian A. Kreuzer Pai-Hung Chen Hans-Martin Will VLM 60 3 0 13 Dec 2019
Measuring Social Bias in Knowledge Graph Embeddings Joseph Fisher Dave Palfrey Christos Christodoulopoulos Arpit Mittal FaML 73 37 0 05 Dec 2019
How Can We Know What Language Models Know? Zhengbao Jiang Frank F. Xu Jun Araki Graham Neubig KELM 182 1,415 0 28 Nov 2019
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation Xiaozhi Wang Tianyu Gao Zhaocheng Zhu Zhengyan Zhang Zhiyuan Liu Juan-Zi Li Jian Tang 170 675 0 13 Nov 2019
E-BERT: Efficient-Yet-Effective Entity Embeddings for BERT Nina Poerner Ulli Waltinger Hinrich Schütze 140 161 0 09 Nov 2019
SentiLARE: Sentiment-Aware Language Representation Learning with Linguistic Knowledge Pei Ke Haozhe Ji Siyang Liu Xiaoyan Zhu Minlie Huang 64 7 0 06 Nov 2019
ZEN: Pre-training Chinese Text Encoder Enhanced by N-gram Representations Shizhe Diao Jiaxin Bai Yan Song Tong Zhang Yonggang Wang AI4CE 70 135 0 02 Nov 2019
Towards Generalizable Neuro-Symbolic Systems for Commonsense Question Answering Kaixin Ma Jonathan M Francis Quanyang Lu Eric Nyberg A. Oltramari NAI 80 90 0 30 Oct 2019
Specializing Unsupervised Pretraining Models for Word-Level Semantic Similarity Anne Lauscher Ivan Vulić Edoardo Ponti Anna Korhonen Goran Glavaš SSL 85 58 0 05 Sep 2019
Align, Mask and Select: A Simple Method for Incorporating Commonsense Knowledge into Language Representation Models Zhiquan Ye Qian Chen Wen Wang Zhenhua Ling 94 68 0 19 Aug 2019
SenseBERT: Driving Some Sense into BERT Yoav Levine Barak Lenz Or Dagan Ori Ram Dan Padnos Or Sharir Shai Shalev-Shwartz Amnon Shashua Y. Shoham SSL 93 187 0 15 Aug 2019
Informed Machine Learning -- A Taxonomy and Survey of Integrating Knowledge into Learning Systems Laura von Rueden S. Mayer Katharina Beckh B. Georgiev Sven Giesselbach ... Rajkumar Ramamurthy Michal Walczak Jochen Garcke Christian Bauckhage Jannis Schuecker 132 650 0 29 Mar 2019