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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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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; Reichart, Roi; Korhonen, Anna; Linguist, Assoc Computat. - : Association for Computational Linguistics, 2020. : 58TH ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS (ACL 2020), 2020
Abstract: We present a neural framework for learning associations between interrelated groups of words such as the ones found in Subject-Verb-Object (SVO) structures. Our model induces a joint function-specific word vector space, where vectors of e.g. plausible SVO compositions lie close together. The model retains information about word group membership even in the joint space, and can thereby effectively be applied to a number of tasks reasoning over the SVO structure. We show the robustness and versatility of the proposed framework by reporting state-of-the-art results on the tasks of estimating selectional preference and event similarity. The results indicate that the combinations of representations learned with our task-independent model outperform task-specific architectures from prior work, while reducing the number of parameters by up to 95%.
URL: https://www.repository.cam.ac.uk/handle/1810/306833
https://doi.org/10.17863/CAM.53924
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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
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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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