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1
Contextual Sentence Classification: Detecting Sustainability Initiatives in Company Reports ...
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2
Zero-shot Sequence Labeling for Transformer-based Sentence Classifiers ...
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3
GiBERT: Enhancing BERT with Linguistic Information using a Lightweight Gated Injection Method ...
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4
Multidirectional Associative Optimization of Function-Specific Word Representations ...
Gerz, Daniela; Vulic, Ivan; Rei, Marek. - : Apollo - University of Cambridge Repository, 2020
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5
Seeing Both the Forest and the Trees: Multi-head Attention for Joint Classification on Different Compositional Levels ...
Pislar, Miruna; Rei, Marek. - : arXiv, 2020
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6
GiBERT: Introducing Linguistic Knowledge into BERT through a Lightweight Gated Injection Method ...
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7
Multidirectional Associative Optimization of Function-Specific Word Representations
Gerz, Daniela; Vulic, Ivan; Rei, Marek. - : Association for Computational Linguistics, 2020. : 58TH ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS (ACL 2020), 2020
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8
Verbal multiword expressions for identification of metaphor
Abstract: © 2020 The Authors. Published by Association for Computational Linguistics. This is an open access article available under a Creative Commons licence. The published version can be accessed at the following link on the publisher’s website: http://dx.doi.org/10.18653/v1/2020.acl-main.259 ; Metaphor is a linguistic device in which a concept is expressed by mentioning another. Identifying metaphorical expressions, therefore, requires a non-compositional understanding of semantics. Multiword Expressions (MWEs), on the other hand, are linguistic phenomena with varying degrees of semantic opacity and their identification poses a challenge to computational models. This work is the first attempt at analysing the interplay of metaphor and MWEs processing through the design of a neural architecture whereby classification of metaphors is enhanced by informing the model of the presence of MWEs. To the best of our knowledge, this is the first “MWE-aware” metaphor identification system paving the way for further experiments on the complex interactions of these phenomena. The results and analyses show that this proposed architecture reach state-of-the-art on two different established metaphor datasets.
Keyword: Deep Learning; Metaphor; multiword expressions
URL: https://doi.org/10.18653/v1/2020.acl-main.259
http://hdl.handle.net/2436/623243
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9
Improving bilingual lexicon induction with unsupervised post-processing of monolingual word vector spaces
Glavaš, Goran; Korhonen, Anna; Vulić, Ivan. - : Association for Computational Linguistics, 2020
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10
Specializing distributional vectors of all words for lexical entailment
Ponti, Edoardo Maria; Kamath, Aishwarya; Pfeiffer, Jonas. - : Association for Computational Linguistics, 2019
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11
Scoring Lexical Entailment with a Supervised Directional Similarity Network ...
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12
Scoring lexical entailment with a supervised directional similarity network ...
Rei, Marek; Gerz, Daniela; Vulić, I. - : Apollo - University of Cambridge Repository, 2018
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13
Scoring lexical entailment with a supervised directional similarity network
Rei, Marek; Gerz, Daniela; Vulić, I. - : Association for Computational Linguistics, 2018. : ACL 2018 - 56th Annual Meeting of the Association for Computational Linguistics, Proceedings of the Conference (Long Papers), 2018
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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
Sequence classification with human attention
Barrett, M; Bingel, J; Hollenstein, N. - : Association for Computational Linguistics, 2018. : CoNLL 2018 - 22nd Conference on Computational Natural Language Learning, Proceedings, 2018
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16
Auxiliary Objectives for Neural Error Detection Models ...
Rei, Marek; Yannakoudakis, Helen. - : Apollo - University of Cambridge Repository, 2017
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17
Neural Sequence-Labelling Models for Grammatical Error Correction ...
Yannakoudakis, Helen; Rei, Marek; Andersen, Oeistein. - : Apollo - University of Cambridge Repository, 2017
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18
Auxiliary Objectives for Neural Error Detection Models ...
Rei, Marek; Yannakoudakis, Helen. - : arXiv, 2017
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19
Auxiliary Objectives for Neural Error Detection Models
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20
Grasping the Finer Point: A Supervised Similarity Network for Metaphor Detection
Rei, Marek; Bulat, LT; Kiela, D. - : Association for Computational Linguistics, 2017. : EMNLP 2017 - Conference on Empirical Methods in Natural Language Processing, Proceedings, 2017
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