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@article{DBLP:journals/tacl/BojanowskiGJM17,
author = {Piotr Bojanowski and
Edouard Grave and
Armand Joulin and
Tom{\'{a}}s Mikolov},
title = {Enriching Word Vectors with Subword Information},
journal = {Trans. Assoc. Comput. Linguistics},
volume = {5},
pages = {135--146},
year = {2017},
url = {https://transacl.org/ojs/index.php/tacl/article/view/999},
timestamp = {Wed, 17 Feb 2021 21:55:26 +0100},
biburl = {https://dblp.org/rec/journals/tacl/BojanowskiGJM17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/emnlp/LuongPM15,
author = {Thang Luong and
Hieu Pham and
Christopher D. Manning},
editor = {Llu{\'{\i}}s M{\`{a}}rquez and
Chris Callison{-}Burch and
Jian Su and
Daniele Pighin and
Yuval Marton},
title = {Effective Approaches to Attention-based Neural Machine Translation},
booktitle = {Proceedings of the 2015 Conference on Empirical Methods in Natural
Language Processing, {EMNLP} 2015, Lisbon, Portugal, September 17-21,
2015},
pages = {1412--1421},
publisher = {The Association for Computational Linguistics},
year = {2015},
url = {https://doi.org/10.18653/v1/d15-1166},
doi = {10.18653/v1/d15-1166},
timestamp = {Tue, 28 Jan 2020 10:28:39 +0100},
biburl = {https://dblp.org/rec/conf/emnlp/LuongPM15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/acl/HendrycksLWDKS20,
author = {Dan Hendrycks and
Xiaoyuan Liu and
Eric Wallace and
Adam Dziedzic and
Rishabh Krishnan and
Dawn Song},
editor = {Dan Jurafsky and
Joyce Chai and
Natalie Schluter and
Joel R. Tetreault},
title = {Pretrained Transformers Improve Out-of-Distribution Robustness},
booktitle = {Proceedings of the 58th Annual Meeting of the Association for Computational
Linguistics, {ACL} 2020, Online, July 5-10, 2020},
pages = {2744--2751},
publisher = {Association for Computational Linguistics},
year = {2020},
url = {https://doi.org/10.18653/v1/2020.acl-main.244},
doi = {10.18653/v1/2020.acl-main.244},
timestamp = {Fri, 08 Jan 2021 21:20:23 +0100},
biburl = {https://dblp.org/rec/conf/acl/HendrycksLWDKS20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{article:beseiso,
author = {Beseiso, Majdi and Alzahrani, Saleh},
year = {2020},
month = {11},
pages = {204-210},
title = {An Empirical Analysis of BERT Embedding for Automated Essay Scoring},
volume = {11},
journal = {International Journal of Advanced Computer Science and Applications},
doi = {10.14569/IJACSA.2020.0111027}
}
@inproceedings{DBLP:conf/embc/SahaLG20,
author = {Budhaditya Saha and
Sanal Lisboa and
Shameek Ghosh},
title = {Understanding patient complaint characteristics using contextual clinical
{BERT} embeddings},
booktitle = {42nd Annual International Conference of the {IEEE} Engineering in
Medicine {\&} Biology Society, {EMBC} 2020, Montreal, QC, Canada,
July 20-24, 2020},
pages = {5847--5850},
publisher = {{IEEE}},
year = {2020},
url = {https://doi.org/10.1109/EMBC44109.2020.9175577},
doi = {10.1109/EMBC44109.2020.9175577},
timestamp = {Fri, 25 Dec 2020 01:14:44 +0100},
biburl = {https://dblp.org/rec/conf/embc/SahaLG20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jodsn/CeravoloAACCDMK18,
author = {Paolo Ceravolo and
Antonia Azzini and
Marco Angelini and
Tiziana Catarci and
Philippe Cudr{\'{e}}{-}Mauroux and
Ernesto Damiani and
Alexandra Mazak and
Maurice van Keulen and
Mustafa Jarrar and
Giuseppe Santucci and
Kai{-}Uwe Sattler and
Monica Scannapieco and
Manuel Wimmer and
Robert Wrembel and
Fadi A. Zaraket},
title = {Big Data Semantics},
journal = {J. Data Semant.},
volume = {7},
number = {2},
pages = {65--85},
year = {2018},
url = {https://doi.org/10.1007/s13740-018-0086-2},
doi = {10.1007/s13740-018-0086-2},
timestamp = {Tue, 08 Sep 2020 13:32:22 +0200},
biburl = {https://dblp.org/rec/journals/jodsn/CeravoloAACCDMK18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@misc{singhal_2012,
title={Introducing the Knowledge Graph: things, not strings},
url={https://www.blog.google/products/search/introducing-knowledge-graph-things-not},
journal={Google},
publisher={Google},
author={Singhal, Amit},
year={2012},
month={May},
note={Accessed: May 2021}
}
@article{article:genese,
author = {Genet Asefa Gesese and
Russa Biswas and
Mehwish Alam and
Harald Sack},
title = {A Survey on Knowledge Graph Embeddings with Literals: Which model
links better Literal-ly?},
journal = {CoRR},
volume = {abs/1910.12507},
year = {2019},
url = {http://arxiv.org/abs/1910.12507},
archivePrefix = {arXiv},
eprint = {1910.12507},
timestamp = {Thu, 31 Oct 2019 14:02:26 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1910-12507.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{article:vandewiele,
author = {Gilles Vandewiele and
Bram Steenwinckel and
Pieter Bonte and
Michael Weyns and
Heiko Paulheim and
Petar Ristoski and
Filip De Turck and
Femke Ongenae},
title = {{Walk Extraction Strategies for Node Embeddings with RDF2Vec in Knowledge
Graphs}},
journal = {CoRR},
volume = {abs/2009.04404},
year = {2020},
url = {https://arxiv.org/abs/2009.04404},
archivePrefix = {arXiv},
eprint = {2009.04404},
timestamp = {Thu, 17 Sep 2020 12:49:52 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2009-04404.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{inproceedings:kristiadi,
author = {Agustinus Kristiadi and
Mohammad Asif Khan and
Denis Lukovnikov and
Jens Lehmann and
Asja Fischer},
editor = {Chiara Ghidini and
Olaf Hartig and
Maria Maleshkova and
Vojtech Sv{\'{a}}tek and
Isabel F. Cruz and
Aidan Hogan and
Jie Song and
Maxime Lefran{\c{c}}ois and
Fabien Gandon},
title = {Incorporating Literals into Knowledge Graph Embeddings},
booktitle = {The Semantic Web - {ISWC} 2019 - 18th International Semantic Web Conference,
Auckland, New Zealand, October 26-30, 2019, Proceedings, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {11778},
pages = {347--363},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-30793-6\_20},
doi = {10.1007/978-3-030-30793-6\_20},
timestamp = {Sat, 30 May 2020 20:05:29 +0200},
biburl = {https://dblp.org/rec/conf/semweb/KristiadiKL0F19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{vaswani:attention,
author = {Ashish Vaswani and
Noam Shazeer and
Niki Parmar and
Jakob Uszkoreit and
Llion Jones and
Aidan N. Gomez and
Lukasz Kaiser and
Illia Polosukhin},
editor = {Isabelle Guyon and
Ulrike von Luxburg and
Samy Bengio and
Hanna M. Wallach and
Rob Fergus and
S. V. N. Vishwanathan and
Roman Garnett},
title = {Attention is All you Need},
booktitle = {Advances in Neural Information Processing Systems 30: Annual Conference
on Neural Information Processing Systems 2017, December 4-9, 2017,
Long Beach, CA, {USA}},
pages = {5998--6008},
year = {2017},
url = {https://proceedings.neurips.cc/paper/2017/hash/3f5ee243547dee91fbd053c1c4a845aa-Abstract.html},
timestamp = {Thu, 21 Jan 2021 15:15:21 +0100},
biburl = {https://dblp.org/rec/conf/nips/VaswaniSPUJGKP17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{vaswani,
author = {Cheng{-}Zhi Anna Huang and
Ashish Vaswani and
Jakob Uszkoreit and
Noam Shazeer and
Curtis Hawthorne and
Andrew M. Dai and
Matthew D. Hoffman and
Douglas Eck},
title = {An Improved Relative Self-Attention Mechanism for Transformer with
Application to Music Generation},
journal = {CoRR},
volume = {abs/1809.04281},
year = {2018},
url = {http://arxiv.org/abs/1809.04281},
archivePrefix = {arXiv},
eprint = {1809.04281},
timestamp = {Fri, 05 Oct 2018 11:34:52 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1809-04281.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{bahdanau,
author = {Jan Chorowski and
Dzmitry Bahdanau and
Dmitriy Serdyuk and
Kyunghyun Cho and
Yoshua Bengio},
editor = {Corinna Cortes and
Neil D. Lawrence and
Daniel D. Lee and
Masashi Sugiyama and
Roman Garnett},
title = {Attention-Based Models for Speech Recognition},
booktitle = {Advances in Neural Information Processing Systems 28: Annual Conference
on Neural Information Processing Systems 2015, December 7-12, 2015,
Montreal, Quebec, Canada},
pages = {577--585},
year = {2015},
url = {http://papers.nips.cc/paper/5847-attention-based-models-for-speech-recognition},
timestamp = {Fri, 06 Mar 2020 16:57:49 +0100},
biburl = {https://dblp.org/rec/conf/nips/ChorowskiBSCB15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{cheng,
author = {Jianpeng Cheng and
Li Dong and
Mirella Lapata},
editor = {Jian Su and
Xavier Carreras and
Kevin Duh},
title = {Long Short-Term Memory-Networks for Machine Reading},
booktitle = {Proceedings of the 2016 Conference on Empirical Methods in Natural
Language Processing, {EMNLP} 2016, Austin, Texas, USA, November 1-4,
2016},
pages = {551--561},
publisher = {The Association for Computational Linguistics},
year = 2016,
url = {https://doi.org/10.18653/v1/d16-1053},
doi = {10.18653/v1/d16-1053},
timestamp = {Tue, 28 Jan 2020 10:28:37 +0100},
biburl = {https://dblp.org/rec/conf/emnlp/0001DL16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
% RELATED WORK
@inproceedings{khatri,
author = {Akshay Khatri and
Pranav P},
editor = {Beata Beigman Klebanov and
Ekaterina Shutova and
Patricia Lichtenstein and
Smaranda Muresan and
Chee Wee Leong and
Anna Feldman and
Debanjan Ghosh},
title = {Sarcasm Detection in Tweets with {BERT} and GloVe Embeddings},
booktitle = {Proceedings of the Second Workshop on Figurative Language Processing,
Fig-Lang@ACL 2020, Online, July 9, 2020},
pages = {56--60},
publisher = {Association for Computational Linguistics},
year = {2020},
url = {https://www.aclweb.org/anthology/2020.figlang-1.7/},
timestamp = {Fri, 14 Aug 2020 11:51:21 +0200},
biburl = {https://dblp.org/rec/conf/acl-figlang/KhatriP20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{peng,
author = {Yifan Peng and
Shankai Yan and
Zhiyong Lu},
editor = {Dina Demner{-}Fushman and
Kevin Bretonnel Cohen and
Sophia Ananiadou and
Junichi Tsujii},
title = {Transfer Learning in Biomedical Natural Language Processing: An Evaluation
of {BERT} and ELMo on Ten Benchmarking Datasets},
booktitle = {Proceedings of the 18th BioNLP Workshop and Shared Task, BioNLP@ACL
2019, Florence, Italy, August 1, 2019},
pages = {58--65},
publisher = {Association for Computational Linguistics},
year = {2019},
url = {https://doi.org/10.18653/v1/w19-5006},
doi = {10.18653/v1/w19-5006},
timestamp = {Tue, 28 Jan 2020 10:29:22 +0100},
biburl = {https://dblp.org/rec/conf/bionlp/PengYL19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/semweb/RistoskiRNLP19,
author = {Petar Ristoski and
Jessica Rosati and
Tommaso Di Noia and
Renato De Leone and
Heiko Paulheim},
title = {RDF2Vec: {RDF} graph embeddings and their applications},
journal = {Semantic Web},
volume = {10},
number = {4},
pages = {721--752},
year = {2019},
url = {https://doi.org/10.3233/SW-180317},
doi = {10.3233/SW-180317},
timestamp = {Wed, 25 Sep 2019 17:53:41 +0200},
biburl = {https://dblp.org/rec/journals/semweb/RistoskiRNLP19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{inproceedings:mikolov,
author = {Tomas Mikolov and
Kai Chen and
Greg Corrado and
Jeffrey Dean},
editor = {Yoshua Bengio and
Yann LeCun},
title = {Efficient Estimation of Word Representations in Vector Space},
booktitle = {1st International Conference on Learning Representations, {ICLR} 2013,
Scottsdale, Arizona, USA, May 2-4, 2013, Workshop Track Proceedings},
year = {2013},
url = {http://arxiv.org/abs/1301.3781},
timestamp = {Thu, 25 Jul 2019 14:25:36 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1301-3781.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{ethayarajh,
author = {Kawin Ethayarajh},
editor = {Kentaro Inui and
Jing Jiang and
Vincent Ng and
Xiaojun Wan},
title = {How Contextual are Contextualized Word Representations? Comparing
the Geometry of BERT, ELMo, and {GPT-2} Embeddings},
booktitle = {Proceedings of the 2019 Conference on Empirical Methods in Natural
Language Processing and the 9th International Joint Conference on
Natural Language Processing, {EMNLP-IJCNLP} 2019, Hong Kong, China,
November 3-7, 2019},
pages = {55--65},
publisher = {Association for Computational Linguistics},
year = {2019},
url = {https://doi.org/10.18653/v1/D19-1006},
doi = {10.18653/v1/D19-1006},
timestamp = {Thu, 12 Dec 2019 13:23:49 +0100},
biburl = {https://dblp.org/rec/conf/emnlp/Ethayarajh19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{distilbert,
author = {Victor Sanh and
Lysandre Debut and
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author = {Michael Cochez and
Petar Ristoski and
Simone Paolo Ponzetto and
Heiko Paulheim},
editor = {Rajendra Akerkar and
Alfredo Cuzzocrea and
Jannong Cao and
Mohand{-}Said Hacid},
title = {Biased graph walks for {RDF} graph embeddings},
booktitle = {Proceedings of the 7th International Conference on Web Intelligence,
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pages = {21:1--21:12},
publisher = {{ACM}},
year = 2017,
url = {https://doi.org/10.1145/3102254.3102279},
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timestamp = {Fri, 27 Mar 2020 08:55:29 +0100},
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title={{\textit{Word2Vec Tutorial Part 2 - Negative Sampling}}},
url={http://mccormickml.com/2017/01/11/word2vec-tutorial-part-2-negative-sampling/},
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year={2017},
month={Jan},
note={Accessed: April 2021}
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Mathieu d'Aquin and
Nicolas Jay},
title = {A Comparison of Propositionalization Strategies for Creating Features
from Linked Open Data},
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author={Max Pagels},
title={{\textit{What is Online Machine Learning?}}},
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author={Thomas Wood},
title={{\textit{Unsupervised Learning}}},
howpublished={\href{https://deepai.org/machine-learning-glossary-and-terms/unsupervised-learning}
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note={Accessed: March 2021}
}
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author={Thomas Wood},
title={{\textit{Softmax Function}}},
howpublished={\href{https://deepai.org/machine-learning-glossary-and-terms/softmax-layer}
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journal={DeepAI},
year=2019,
month={May},
note={Accessed: April 2021}
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@misc{website:deepai:one:hot:encoding,
author={DeepAI},
title={{\textit{One Hot Encoding}}},
howpublished={\href{https://deepai.org/machine-learning-glossary-and-terms/one-hot-encoding}},
url={https://deepai.org/machine-learning-glossary-and-terms/one-hot-encoding},
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publisher={DeepAI},
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author={{DeepAI}},
title={{\textit{Cosine Similarity}}},
url={https://deepai.org/machine-learning-glossary-and-terms/cosine-similarity},
journal={DeepAI},
year={2019},
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note={Accessed: March 2021}
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author={Ashwin Prasad},
title={{\textit{Word Embeddings Explained}}},
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url={https://medium.com/analytics-vidhya/word-embeddings-explained-62c046f7c79e},
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Ilya Sutskever and
Kai Chen and
Gregory S. Corrado and
Jeffrey Dean},
editor = {Christopher J. C. Burges and
L{\'{e}}on Bottou and
Zoubin Ghahramani and
Kilian Q. Weinberger},
title = {Distributed Representations of Words and Phrases and their Compositionality},
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author={Lilian Weng},
title={{\textit{Learning Word Embedding}}},
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Emily Chang and
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Prachya Boonkwan and
Thepchai Supnithi},
title = {Transition-based Knowledge Graph Embedding with Relational Mapping
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December 12-14, 2014},
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University},
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author = {Jacob Devlin and
Ming{-}Wei Chang and
Kenton Lee and
Kristina Toutanova},
editor = {Jill Burstein and
Christy Doran and
Thamar Solorio},
title = {{BERT:} Pre-training of Deep Bidirectional Transformers for Language
Understanding},
booktitle = {Proceedings of the 2019 Conference of the North American Chapter of
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{NAACL-HLT} 2019, Minneapolis, MN, USA, June 2-7, 2019, Volume 1 (Long
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pages = {4171--4186},
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author = {Antoine Bordes and
Nicolas Usunier and
Alberto Garc{\'{\i}}a{-}Dur{\'{a}}n and
Jason Weston and
Oksana Yakhnenko},
editor = {Christopher J. C. Burges and
L{\'{e}}on Bottou and
Zoubin Ghahramani and
Kilian Q. Weinberger},
title = {Translating Embeddings for Modeling Multi-relational Data},
booktitle = {Advances in Neural Information Processing Systems 26: 27th Annual
Conference on Neural Information Processing Systems 2013. Proceedings
of a meeting held December 5-8, 2013, Lake Tahoe, Nevada, United States},
pages = {2787--2795},
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biburl = {https://dblp.org/rec/conf/nips/BordesUGWY13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
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@inproceedings{DBLP:conf/esws/SchlichtkrullKB18,
author = {Michael Sejr Schlichtkrull and
Thomas N. Kipf and
Peter Bloem and
Rianne van den Berg and
Ivan Titov and
Max Welling},
editor = {Aldo Gangemi and
Roberto Navigli and
Maria{-}Esther Vidal and
Pascal Hitzler and
Rapha{\"{e}}l Troncy and
Laura Hollink and
Anna Tordai and
Mehwish Alam},
title = {Modeling Relational Data with Graph Convolutional Networks},
booktitle = {The Semantic Web - 15th International Conference, {ESWC} 2018, Heraklion,
Crete, Greece, June 3-7, 2018, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {10843},
pages = {593--607},
publisher = {Springer},
year = {2018},
url = {https://doi.org/10.1007/978-3-319-93417-4\_38},
doi = {10.1007/978-3-319-93417-4\_38},
timestamp = {Tue, 14 May 2019 10:00:44 +0200},
biburl = {https://dblp.org/rec/conf/esws/SchlichtkrullKB18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esws/GeseseBS19,
author = {Genet Asefa Gesese and
Russa Biswas and
Harald Sack},
editor = {Mehwish Alam and
Davide Buscaldi and
Michael Cochez and
Francesco Osborne and
Diego Reforgiato Recupero and
Harald Sack},
title = {A Comprehensive Survey of Knowledge Graph Embeddings with Literals:
Techniques and Applications},
booktitle = {Proceedings of the Workshop on Deep Learning for Knowledge Graphs
{(DL4KG2019)} Co-located with the 16th Extended Semantic Web Conference
2019 {(ESWC} 2019), Portoroz, Slovenia, June 2, 2019},
series = {{CEUR} Workshop Proceedings},
volume = {2377},
pages = {31--40},
publisher = {CEUR-WS.org},
year = {2019},
url = {http://ceur-ws.org/Vol-2377/paper\_4.pdf},
timestamp = {Wed, 12 Feb 2020 16:45:11 +0100},
biburl = {https://dblp.org/rec/conf/esws/GeseseBS19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@misc{alammar,
title={The Illustrated Transformer},
url={http://jalammar.github.io/illustrated-transformer/},
journal={The Illustrated Transformer – Jay Alammar – Visualizing machine learning one concept at a time.},
author={Jay Alammar},
year={2018},
month={Jun},
note={Accessed: May 2021}
}
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author = {Jonas Gehring and
Michael Auli and
David Grangier and
Denis Yarats and
Yann N. Dauphin},
editor = {Doina Precup and
Yee Whye Teh},
title = {Convolutional Sequence to Sequence Learning},
booktitle = {Proceedings of the 34th International Conference on Machine Learning,
{ICML} 2017, Sydney, NSW, Australia, 6-11 August 2017},
series = {Proceedings of Machine Learning Research},
volume = {70},
pages = {1243--1252},
publisher = {{PMLR}},
year = {2017},
url = {http://proceedings.mlr.press/v70/gehring17a.html},
timestamp = {Wed, 29 May 2019 08:41:45 +0200},
biburl = {https://dblp.org/rec/conf/icml/GehringAGYD17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@misc{alammar-seq2seq,
title={Visualizing A Neural Machine Translation Model (Mechanics of Seq2seq Models With Attention)},
url={https://jalammar.github.io/visualizing-neural-machine-translation-mechanics-of-seq2seq-models-with-attention/}, journal={Visualizing A Neural Machine Translation Model (Mechanics of Seq2seq Models With Attention) – Jay Alammar – Visualizing machine learning one concept at a time.},
author={Jay Alammar},
year={2018},
month={May},
note={Accessed: May 2021}
}
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author = {Xiaobin Tang and
Jing Zhang and
Bo Chen and
Yang Yang and
Hong Chen and
Cuiping Li},
editor = {Christian Bessiere},
title = {{BERT-INT:} {A} BERT-based Interaction Model For Knowledge Graph Alignment},
booktitle = {Proceedings of the Twenty-Ninth International Joint Conference on
Artificial Intelligence, {IJCAI} 2020},
pages = {3174--3180},
publisher = {ijcai.org},
year = {2020},
url = {https://doi.org/10.24963/ijcai.2020/439},
doi = {10.24963/ijcai.2020/439},
timestamp = {Mon, 20 Jul 2020 12:38:52 +0200},
biburl = {https://dblp.org/rec/conf/ijcai/Tang0C00L20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1909-03193,
author = {Liang Yao and
Chengsheng Mao and
Yuan Luo},