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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
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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
Abstract: We investigate the utility of different auxiliary objectives and training strategies within a neural sequence labeling approach to error detection in learner writing. Auxiliary costs provide the model with additional linguistic information, allowing it to learn general-purpose compositional features that can then be exploited for other objectives. Our experiments show that a joint learning approach trained with parallel labels on in-domain data improves performance over the previous best error detection system. While the resulting model has the same number of parameters, the additional objectives allow it to be optimised more efficiently and achieve better performance.
URL: https://www.repository.cam.ac.uk/handle/1810/294967
https://doi.org/10.17863/CAM.21370
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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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