Improving Chemical Named Entity Recognition in Patents with
Contextualized Word Embeddings

Improving Chemical Named Entity Recognition in Patents with Contextualized Word Embeddings

5 July 2019

Dat Quoc Nguyen

Camilo Thorne

Christian Druckenbrodt

Karin Verspoor

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Papers citing "Improving Chemical Named Entity Recognition in Patents with Contextualized Word Embeddings"

14 / 14 papers shown

Title
Using Similarity Measures to Select Pretraining Data for NER Xiang Dai Sarvnaz Karimi Ben Hachey Cécile Paris 81 50 0 01 Apr 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,324 0 11 Oct 2018
Comparing CNN and LSTM character-level embeddings in BiLSTM-CRF models for chemical and disease named entity recognition Zenan Zhai Dat Quoc Nguyen Karin Verspoor 30 30 0 25 Aug 2018
AllenNLP: A Deep Semantic Natural Language Processing Platform Matt Gardner Joel Grus Mark Neumann Oyvind Tafjord Pradeep Dasigi Nelson F. Liu Matthew E. Peters Michael Schmitz Luke Zettlemoyer VLM 97 1,283 0 20 Mar 2018
Deep contextualized word representations Matthew E. Peters Mark Neumann Mohit Iyyer Matt Gardner Christopher Clark Kenton Lee Luke Zettlemoyer NAI 235 11,569 0 15 Feb 2018
"Found in Translation": Predicting Outcomes of Complex Organic Chemistry Reactions using Neural Sequence-to-Sequence Models P. Schwaller T. Gaudin D. Lanyi C. Bekas Teodoro Laino 88 281 0 13 Nov 2017
Learning to Plan Chemical Syntheses Marwin H. S. Segler Mike Preuss M. Waller 103 1,377 0 14 Aug 2017
Reporting Score Distributions Makes a Difference: Performance Study of LSTM-networks for Sequence Tagging Nils Reimers Iryna Gurevych 87 437 0 31 Jul 2017
Optimal Hyperparameters for Deep LSTM-Networks for Sequence Labeling Tasks Nils Reimers Iryna Gurevych 94 292 0 21 Jul 2017
Improving Automated Patent Claim Parsing: Dataset, System, and Experiments Mengke Hu David Cinciruk J. Walsh 31 16 0 05 May 2016
Neural Architectures for Named Entity Recognition Guillaume Lample Miguel Ballesteros Sandeep Subramanian Kazuya Kawakami Chris Dyer 236 4,021 0 04 Mar 2016
End-to-end Sequence Labeling via Bi-directional LSTM-CNNs-CRF Xuezhe Ma Eduard H. Hovy 124 2,659 0 04 Mar 2016
Bidirectional LSTM-CRF Models for Sequence Tagging Zhiheng Huang Wenyuan Xu Kai Yu 188 4,035 0 09 Aug 2015
Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov Ilya Sutskever Kai Chen G. Corrado J. Dean NAI OCL 406 33,573 0 16 Oct 2013