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English machine reading comprehension: new approaches to answering multiple-choice questions
Dzendzik, Daria. - : Dublin City University. School of Computing, 2021. : Dublin City University. ADAPT, 2021
In: Dzendzik, Daria (2021) English machine reading comprehension: new approaches to answering multiple-choice questions. PhD thesis, Dublin City University. (2021)
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2
Tweet Analytics for Political Position Estimation ; 12th IEEE International Conference on Cognitive Infocommuincations -- CogInfoCom2021
Vogel, Carl. - 2021
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3
Advanced Assistive Technologies for Elderly People: A Psychological Perspective on Seniors' Needs and Preferences (part B)
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4
The Influence of Personas' Gender in Design ; CHItaly 2021: 14th Biannual Conference of the Italian SIGCHI Chapter
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5
Aspects of linguistic ageing in literary authors across time
Vogel, Carl. - 2021
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6
English Machine Reading Comprehension Datasets: A Survey ; Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing
Vogel, Carl; Foster, Jennifer; Dzendzik, Daria. - : Association for Computational Linguistics, 2021
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Q. Can knowledge graphs be used to answer Boolean questions? A. It’s complicated!
In: Dzendzik, Daria, Vogel, Carl orcid:0000-0001-8928-8546 and Foster, Jennifer orcid:0000-0002-7789-4853 (2020) Q. Can knowledge graphs be used to answer Boolean questions? A. It’s complicated! In: First Workshop on Insights from Negative Results in NLP, 10 Nov 2020, Online. (2020)
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Q. Can Knowledge Graphs be used to Answer Boolean Questions? A. It's complicated! ; First Workshop on Insights from Negative Results in NLP
Vogel, Carl. - : Association for Computational Linguistics, 2020
Abstract: PUBLISHED ; In this paper we explore the problem of machine reading comprehension, focusing on the BoolQ dataset of Yes/No questions. We carryout an error analysis of a BERT-based machine reading comprehension model on this dataset, revealing issues such as unstable model behaviour and some noise within the dataset itself. We then experiment with two approaches for integrating information from knowledge graphs: (i) concatenating knowledge graph triples to text passages and (ii) encoding knowledge with a Graph Neural Network. Neither of these approaches show a clear improvement and we hypothesize that this may be due to a combination of inaccuracies in the knowledge graph, imprecision in entity linking, and the models? inability to capture additional information from knowledge graphs.
Keyword: BERT-based machine reading comprehension model; BoolQ dataset; Computational Linguistics; Digital Engagement; Graph Neural Network; Knowledge graphs; MACHINE LEARNING; Machine Learning in Mulitmedia Information Retrieval; Model behaviour; signal processing and machine learning
URL: https://www.aclweb.org/anthology/2020.insights-1.2
http://people.tcd.ie/vogel
https://doi.org/10.18653/v1/2020.insights-1.2
http://hdl.handle.net/2262/94388
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9
Synchrony in Human-Bonobo Dialog ; 11th IEEE International Conference on Cognitive Infocommunications
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10
An Evaluation Method for Diachronic Word Sense Induction ; "Findings of the Association for Computational Linguistics: EMNLP 2020
Alsulaimani, Ashjan; Vogel, Carl; Moreau, Erwan. - : Association for Computational Linguistics, 2020
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11
Acoustic Features in Dialogue Dominate Accurate Personality Trait Classification ; 2020 IEEE International Conference on Human-Machine Systems (ICHMS)
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12
Map Task Deviation Scores: A Reconstruction ; 11th IEEE International Conference on Cognitive Infocommunications
Vogel, Carl. - 2020
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13
Advanced Assistive Technologies for Elderly People: A Psychological Perspective on Seniors' Needs and Preferences (part A)
Vogel, Carl. - 2020
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14
Gender Effects in Mobile Application Development. ; 2020 IEEE International Conference on Human-Machine Systems
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15
Taking Offence ; {11th IEEE International Conference on Cognitive Infocommunications (CogInfoCom2020)
Vogel, Carl. - 2020
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16
Using character N-grams to explore diachronic change in medieval English
In: Folia linguistica historica. - Berlin : Mouton de Gruyter 40 (2019) 2, 249-299
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17
Advancing and Validating Models of Cognitive Architecture ; 10th IEEE International Conference on Cognitive Infocommunications (CogInfoCom)
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18
Formulaic Thought and Expression in Linguistic Politeness ; Culture, Cognition, Discourse and Grammar: Cognitive Considerations on Formulaic Language
Vogel, Carl. - : Peter Lang, 2019
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19
Detecting linguistic change based on word co-occurrence patterns ; HistoInformatics 2017: International Workshop on Computational History 2017
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20
Linguistic and Behaviour Interaction Analysis within Cognitive Infocommunications ; 10th IEEE International Conference on Cognitive Infocommunications (CogInfoCom)
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