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1
BioVerbNet: a large semantic-syntactic classification of verbs in biomedicine. ...
Majewska, Olga; Collins, Charlotte; Baker, Simon. - : Apollo - University of Cambridge Repository, 2021
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2
BioVerbNet: a large semantic-syntactic classification of verbs in biomedicine. ...
Majewska, Olga; Collins, Charlotte; Baker, Simon. - : Apollo - University of Cambridge Repository, 2021
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3
BioVerbNet: a large semantic-syntactic classification of verbs in biomedicine ...
Majewska, Olga; Collins, Charlotte; Baker, Simon. - : Apollo - University of Cambridge Repository, 2021
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4
BioVerbNet: a large semantic-syntactic classification of verbs in biomedicine.
In: nlmid: 101531992 ; essn: 2041-1480 (2021)
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5
BioVerbNet: a large semantic-syntactic classification of verbs in biomedicine.
Majewska, Olga; Collins, Charlotte; Baker, Simon. - : Springer Science and Business Media LLC, 2021. : J Biomed Semantics, 2021
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6
BioVerbNet: a large semantic-syntactic classification of verbs in biomedicine
Majewska, Olga; Collins, Charlotte; Baker, Simon. - : BioMed Central, 2021. : Journal of Biomedical Semantics, 2021
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7
Multi-SimLex: A Large-Scale Evaluation of Multilingual and Cross-Lingual Lexical Semantic Similarity
In: ISSN: 0891-2017 ; EISSN: 1530-9312 ; Computational Linguistics ; https://hal.archives-ouvertes.fr/hal-02975786 ; Computational Linguistics, Massachusetts Institute of Technology Press (MIT Press), 2020, 46 (4), pp.847-897 ; https://direct.mit.edu/coli/article/46/4/847/97326/Multi-SimLex-A-Large-Scale-Evaluation-of (2020)
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8
Multi-SimLex: A Large-Scale Evaluation of Multilingual and Cross-Lingual Lexical Semantic Similarity ...
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9
Multi-SimLex: A Large-Scale Evaluation of Multilingual and Cross-Lingual Lexical Semantic Similarity ...
Vulic, Ivan; Baker, Simon; Ponti, Edoardo. - : Apollo - University of Cambridge Repository, 2020
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10
Word embeddings for biomedical natural language processing: A survey
Chiu, B; Baker, Simon. - : Wiley, 2020. : Language and Linguistics Compass, 2020
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11
A systematic literature review of automatic Alzheimer’s disease detection from speech and language
In: J Am Med Inform Assoc (2020)
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12
Enhancing biomedical word embeddings by retrofitting to verb clusters ...
Chiu, B; Baker, Simon; Palmer, M. - : Apollo - University of Cambridge Repository, 2019
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13
Enhancing biomedical word embeddings by retrofitting to verb clusters
Chiu, B; Baker, Simon; Palmer, M; Korhonen, Anna-Leena. - : Association for Computational Linguistics, 2019. : https://www.aclweb.org/anthology/W19-50, 2019. : BioNLP 2019 - SIGBioMed Workshop on Biomedical Natural Language Processing, Proceedings of the 18th BioNLP Workshop and Shared Task, 2019
Abstract: Verbs play a fundamental role in many biomedical tasks and applications such as relation and event extraction. We hypothesize that performance on many downstream tasks can be improved by aligning the input pretrained embeddings according to semantic verb classes. In this work, we show that by using semantic clusters for verbs, a large lexicon of verb classes derived from biomedical literature, we are able to improve the performance of common pretrained embeddings in downstream tasks by retrofitting them to verb classes. We present a simple and computationally efficient approach using a widely available “off-theshelf” retrofitting algorithm to align pretrained embeddings according to semantic verb clusters. We achieve state-of-the-art results on text classification and relation extraction tasks.
URL: https://www.repository.cam.ac.uk/handle/1810/295397
https://doi.org/10.17863/CAM.42452
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14
Variable typing: Assigning meaning to variables in mathematical text
Stathopoulos, YA; Baker, Simon; Rei, Marek. - : Association for Computational Linguistics, 2018. : https://aclanthology.org/volumes/N18-1/, 2018. : NAACL HLT 2018 - 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies - Proceedings of the Conference, 2018
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15
Initializing neural networks for hierarchical multi-label text classification
Baker, Simon; Korhonen, Anna-Leena. - : Association for Computational Linguistics, 2017. : BioNLP 2017 - SIGBioMed Workshop on Biomedical Natural Language Processing, Proceedings of the 16th BioNLP Workshop, 2017
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16
Semantic and associative priming in schizophrenia: behavioural and electrophysiological (N400) differences
In: 3rd Biennial Schizophrenia International Research Conference (SIRS), Florence, Italy, 14-18 April 2012 (2012)
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17
Redesigning teaching presence in order to enhance cognitive presence: a longitudinal analysis
Rienties, Bart; Giesbers, Bas; Tempelaar, Dirk. - : Information Science Reference (an imprint of IGI Global), 2012
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