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In this paper, we propose Multi$^2$OIE, which performs open information extraction (open IE) by combining BERT with multi-head attention.
Hybrid neural tagging model for open relation extraction
Shengbin Jia and Yang Xiang. 2019 · 1908
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A learning algorithm for continually running fully recurrent neural networks
Ronald Williams and David Zipser. 1989 · 1989
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Text chunking using transformation-based learning
Lance Ramshaw and Mitchell Marcus. 1995 · 1995
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Open information extraction from the web
Michele Banko, Michael John Cafarella, Stephen Soderland, Matt Broadhead, and Oren Etzioni. 2007 · 2007
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A survey of decision fusion and feature fusion strategies for pattern classification
Utthara Gosa Mangai, Suranjana Samanta, Sukhendu Das, and Pinaki Roy Chowdhury. 2010 · 2010
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Identifying relations for open information extraction
Anthony Fader, Stephen Soderland, and Oren Etzioni. 2011 · 2011
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Jiquan Ngiam, Aditya Khosla, Mingyu Kim, Juhan Nam, Honglak Lee, and Andrew Ng. 2011 · 2011
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Mausam, Michael Schmitz, Stephen Soderland, Robert Bart, and Oren Etzioni. 2012 · 2012
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Towards coherent multi-document summarization
Janara Christensen, Mausam, Stephen Soderland, and Oren Etzioni. 2013 · 2013
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Clausie: Clause-based open information extraction
Luciano Del Corro and Rainer Gemulla. 2013 · 2013
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On the difficulty of training recurrent neural networks
Razvan Pascanu, Tomas Mikolov, and Yoshua Bengio. 2013 · 2013
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Open information extraction for Spanish language based on syntactic constraints
Alisa Zhila and Alexander Gelbukh. 2014 · 2014
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Leveraging linguistic structure for open domain information extraction
Gabor Angeli, Melvin Jose Johnson Premkumar, and Christopher D. Manning. 2015 · 2015
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Multilingual open relation extraction using cross-lingual projection
Manaal Faruqui and Shankar Kumar. 2015 · 2015
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Multilingual open information extraction
Pablo Gamallo and Marcos Garcia. 2015 · 2015
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Jimmy Ba, Jamie Ryan Kiros, and Geoffrey Hinton. 2016 · 2016
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Knowledge-driven event embedding for stock prediction
Xiao Ding, Yue Zhang, Ting Liu, and Junwen Duan. 2016 · 2016
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Early and late level fusion of deep convolutional neural networks for visual concept recognition
Hilal Ergun, Yusuf Caglar Akyuz, Mustafa Sert, and Jianquan Liu. 2016 · 2016
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Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun. 2016 · 2016
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Open information extraction systems and downstream applications
Mausam. 2016 · 2016
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Creating a large benchmark for open information extraction
Gabriel Stanovsky and Ido Dagan. 2016 · 2016
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Gabriel Stanovsky, Jessica Ficler, Ido Dagan, and Yoav Goldberg. 2016 · 2016
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Universal Decompositional Semantics on Universal Dependencies
Open information extraction from question-answer pairs
Nikita Bhutani, Yoshihiko Suhara, Wang-Chiew Tan, Alon Halevy, and Hosagrahar Visvesvaraya Jagadish. 2019 · 2019
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Multilingual open information extraction: Challenges and opportunities
Daniela Barreiro Claro, Marlo Souza, Clarissa Castellã Xavier, and Leandro Oliveira. 2019 · 2019
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BERT: Pre-training of deep bidirectional transformers for language understanding
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019 · 2019
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Decoupled weight decay regularization
Ilya Loshchilov and Frank Hutter. 2019 · 2019
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Dptoie: a portuguese open information extraction system based on dependency analysis
Leandro Souza de Oliveira and Daniela Barreiro Claro. 2019 · 2019
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How multilingual is multilingual BERT?
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Aaron Steven White, Drew Reisinger, Keisuke Sakaguchi, Tim Vieira, Sheng Zhang, Rachel Rudinger, Kyle Rawlins, and Benjamin Van Durme. 2016 · 2016
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Accurate, large minibatch sgd: Training imagenet in 1 hour
Priya Goyal, Piotr Dollár, Ross Girshick, Pieter Noordhuis, Lukasz Wesolowski, Aapo Kyrola, Andrew Tulloch, Yangqing Jia, and Kaiming He. 2017 · 2017
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Answering complex questions using open information extraction
Tushar Khot, Ashish Sabharwal, and Peter Clark. 2017 · 2017
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Attention is all you need
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan Gomez, Ł ukasz Kaiser, and Illia Polosukhin. 2017 · 2017
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Neural open information extraction
Lei Cui, Furu Wei, and Ming Zhou. 2018 · 2018
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SentencePiece: A simple and language independent subword tokenizer and detokenizer for neural text processing
Taku Kudo and John Richardson. 2018 · 2018
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Learn to combine modalities in multimodal deep learning
Kuan Liu, Yanen Li, Ning Xu, and Premkumar Natarajan. 2018 · 2018
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Telmo Pires, Eva Schlinger, and Dan Garrette. 2019 · 2019
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Towards zero-shot language modeling
Edoardo Maria Ponti, Ivan Vulić, Ryan Cotterell, Roi Reichart, and Anna Korhonen. 2019 · 2019
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Is multilingual BERT fluent in language generation?
Samuel Rönnqvist, Jenna Kanerva, Tapio Salakoski, and Filip Ginter. 2019 · 2019
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Contextualized word embeddings in a neural open information extraction model
Injy Sarhan and Marco Spruit. 2019 · 2019
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Multimodal transformer for unaligned multimodal language sequences
Yao-Hung Hubert Tsai, Shaojie Bai, Paul Pu Liang, J. Zico Kolter, Louis-Philippe Morency, and Ruslan Salakhutdinov. 2019 · 2019
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Open relation extraction for chinese noun phrases
Chengyu Wang, Xiaofeng He, and Aoying Zhou. 2019 · 2019
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Beto, bentz, becas: The surprising cross-lingual effectiveness of BERT
Shijie Wu and Mark Dredze. 2019 · 2019
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Crossoie: Cross-lingual classifier for open information extraction
Bruno Cabral, Rafael Glauber, Marlo Souza, and Daniela Claro. 2020 · 2020
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Lexicon-grammar based open information extraction from natural language sentences in italian
Raffaele Guarasci, Emanuele Damiano, Aniello Minutolo, Massimo Esposito, and Giuseppe De Pietro. 2020 · 2020
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Cross-lingual ability of multilingual bert: An empirical study
Kaliyaperumal Karthikeyan, Zihan Wang, Stephen Mayhew, and Dan Roth. 2020 · 2020
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Imojie: Iterative memory-based joint open information extraction
Keshav Kolluru, Samarth Aggarwal, Vipul Rathore, Mausam Mausam, and Soumen Chakrabarti. 2020 · 2020
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Span model for open information extraction on accurate corpus
Junlang Zhan and Hai Zhao. 2020 · 2020
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