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1
Entity-Enriched Neural Models for Clinical Question Answering
In: arXiv (2021)
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2
Speakers Enhance Contextually Confusable Words
Meinhardt, Eric; Bakovic, Eric; Bergen, Leon. - : eScholarship, University of California, 2020
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3
An empirical investigation of neural methods for content scoring of science explanations
Riordan, Brian; Bichler, Sarah; Bradford, Allison. - : eScholarship, University of California, 2020
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4
Span-ConveRT: Few-shot Span Extraction for Dialog with Pretrained Conversational Representations ...
Coope, Sam; Farghly, Tyler; Gerz, Daniela. - : Apollo - University of Cambridge Repository, 2020
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5
Efficient Intent Detection with Dual Sentence Encoders ...
Casanueva, Inigo; Temcinas, Tadas; Gerz, Daniela; Henderson, Matthew; Vulic, Ivan; Linguist, Assoc Computat. - : Apollo - University of Cambridge Repository, 2020
Abstract: Building conversational systems in new domains and with added functionality requires resource-efficient models that work under low-data regimes (i.e., in few-shot setups). Motivated by these requirements, we introduce intent detection methods backed by pretrained dual sentence encoders such as USE and ConveRT. We demonstrate the usefulness and wide applicability of the proposed intent detectors, showing that: 1) they outperform intent detectors based on fine-tuning the full BERT-Large model or using BERT as a fixed black-box encoder on three diverse intent detection data sets; 2) the gains are especially pronounced in few-shot setups (i.e., with only 10 or 30 annotated examples per intent); 3) our intent detectors can be trained in a matter of minutes on a single CPU; and 4) they are stable across different hyperparameter settings. In hope of facilitating and democratizing research focused on intention detection, we release our code, as well as a new challenging single-domain intent detection dataset ...
URL: https://dx.doi.org/10.17863/cam.53926
https://www.repository.cam.ac.uk/handle/1810/306835
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6
Complementary Systems for Off-Topic Spoken Response Detection ...
Raina, Vatsal; Gales, Mark; Knill, Katherine. - : Apollo - University of Cambridge Repository, 2020
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7
Multidirectional Associative Optimization of Function-Specific Word Representations ...
Gerz, Daniela; Vulic, Ivan; Rei, Marek. - : Apollo - University of Cambridge Repository, 2020
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8
Will-They-Won't-They: A Very Large Dataset for Stance Detection on Twitter ...
Conforti, Costanza; Berndt, Jakob; Pilehvar, Mohammad Taher. - : Apollo - University of Cambridge Repository, 2020
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9
Investigating the Effect of Auxiliary Objectives for the Automated Grading of Learner English Speech Transcriptions ...
Craighead, Hannah; Caines, Andrew; Buttery, Paula. - : Apollo - University of Cambridge Repository, 2020
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10
Improving Bilingual Lexicon Induction with Unsupervised Post-Processing of Monolingual Word Vector Spaces ...
Vulic, Ivan; Korhonen, Anna; Glavas, Goran. - : Apollo - University of Cambridge Repository, 2020
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11
Improving Bilingual Lexicon Induction with Unsupervised Post-Processing of Monolingual Word Vector Spaces
Vulic, Ivan; Korhonen, Anna; Glavas, Goran. - : 5TH WORKSHOP ON REPRESENTATION LEARNING FOR NLP (REPL4NLP-2020), 2020
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12
Investigating the Effect of Auxiliary Objectives for the Automated Grading of Learner English Speech Transcriptions
Yannakoudakis, Helen; Craighead, Hannah; Caines, Andrew. - : 58TH ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS (ACL 2020), 2020
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13
Will-They-Won't-They: A Very Large Dataset for Stance Detection on Twitter
Conforti, Costanza; Berndt, Jakob; Pilehvar, Mohammad Taher. - : 58TH ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS (ACL 2020), 2020
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14
Complementary Systems for Off-Topic Spoken Response Detection
Raina, Vatsal; Gales, Mark; Knill, Katherine. - : Association for Computational Linguistics, 2020. : https://aclanthology.org/volumes/2020.bea-1/, 2020. : INNOVATIVE USE OF NLP FOR BUILDING EDUCATIONAL APPLICATIONS, 2020
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15
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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16
Efficient Intent Detection with Dual Sentence Encoders
Casanueva, Inigo; Temcinas, Tadas; Gerz, Daniela. - : NLP FOR CONVERSATIONAL AI, 2020
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17
Span-ConveRT: Few-shot Span Extraction for Dialog with Pretrained Conversational Representations
Coope, Sam; Farghly, Tyler; Gerz, Daniela. - : Association for Computational Linguistics, 2020. : 58TH ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS (ACL 2020), 2020
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18
Tree-Structured Neural Topic Model
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19
GASC: Genre-Aware Semantic Change for Ancient Greek ...
Perrone, Valerio; Palma, Marco; Hengchen, Simon. - : Apollo - University of Cambridge Repository, 2019
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20
GASC: Genre-Aware Semantic Change for Ancient Greek
Perrone, Valerio; Palma, Marco; Hengchen, Simon. - : Association for Computational Linguistics, 2019. : 1ST INTERNATIONAL WORKSHOP ON COMPUTATIONAL APPROACHES TO HISTORICAL LANGUAGE CHANGE, 2019
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