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65
Hits 1 – 20 of 1.292
1
Periphrasis and inflexion: lessons from Romance ...
Ledgeway, Adam
;
Vincent, Nigel
. - : Apollo - University of Cambridge Repository, 2022
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2
Improving Word Translation via Two-Stage Contrastive Learning ...
Li, Yaoyiran
;
Liu, Fangyu
;
Collier, Nigel
. - : arXiv, 2022
BASE
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3
A Solid Fluids Lexicon
Clark, Nigel
;
Engelmann, Sasha
;
Gruppuso, Paolo
. - 2022
BASE
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4
The MultimorbiditY COllaborative Medication Review And DEcision Making (MyComrade) study: a protocol for a cross-border pilot cluster randomised controlled trial
Hynes, Lisa
;
Murphy, Andrew W.
;
Hart, Nigel
...
In: Pilot Feasibility Stud (2022)
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5
"Non-linguistic" Browning : meter and music in "Pietro of Abano"
Fabb, Nigel
;
Hanson, Kristin
. - 2022
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6
“Non-linguistic” Browning: Meter and music in “Pietro of Abano”
Hanson, Kristin
;
Fabb, Nigel
In: Proceedings of the Linguistic Society of America; Vol 7, No 1 (2022): Proceedings of the Linguistic Society of America; 5240 ; 2473-8689 (2022)
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7
Observation of new excited ${B} ^0_{s} $ states
Aaij, Roel
;
Abellán Beteta, Carlos
;
Ackernley, Thomas
...
In: Eur.Phys.J.C ; https://hal.archives-ouvertes.fr/hal-03010999 ; Eur.Phys.J.C, 2021, 81 (7), pp.601. ⟨10.1140/epjc/s10052-021-09305-3⟩ (2021)
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8
Infective Endocarditis in Patients on Chronic Hemodialysis
Pericàs, Juan
;
Llopis, Jaume
;
Jiménez-Exposito, Maria Jesús
...
In: ISSN: 0735-1097 ; Journal of the American College of Cardiology ; https://hal.archives-ouvertes.fr/hal-03369871 ; Journal of the American College of Cardiology, Elsevier, 2021, 77 (13), pp.1629-1640. ⟨10.1016/j.jacc.2021.02.014⟩ (2021)
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9
Plan-then-Generate: Controlled Data-to-Text Generation via Planning ...
Su, Yixuan
;
Vandyke, David
;
Wang, Sihui
. - : arXiv, 2021
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10
Plan-then-Generate: Controlled Data-to-Text Generation via Planning ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Nigel
;
Fang, Yimai
. - : Underline Science Inc., 2021
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11
Prix-LM: Pretraining for Multilingual Knowledge Base Construction ...
Zhou, Wenxuan
;
Liu, Fangyu
;
Vulić, Ivan
. - : arXiv, 2021
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12
Learning Domain-Specialised Representations for Cross-Lingual Biomedical Entity Linking ...
Liu, Fangyu
;
Vulić, Ivan
;
Korhonen, Anna
. - : arXiv, 2021
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13
MirrorWiC: On Eliciting Word-in-Context Representations from Pretrained Language Models ...
Liu, Qianchu
;
Liu, Fangyu
;
Collier, Nigel
. - : arXiv, 2021
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14
Language and ethnobiological skills decline precipitously in Papua New Guinea, the world's most linguistically diverse nation
Ibalim, Sentiko
;
Saulei, Simon
;
Novotny, Vojtech
. - : National Academy of Sciences, 2021
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15
MirrorWiC: On Eliciting Word-in-Context Representations from Pretrained Language Models ...
Liu, Qianchu
;
Liu, Fangyu
;
Collier, Nigel
;
Korhonen, Anna
;
Vulić, Ivan
. - : Apollo - University of Cambridge Repository, 2021
Abstract:
Recent work indicated that pretrained language models (PLMs) such as BERT and RoBERTa can be transformed into effective sentence and word encoders even via simple self-supervised techniques. Inspired by this line of work, in this paper we propose a fully unsupervised approach to improving word-in-context (WiC) representations in PLMs, achieved via a simple and efficient WiC-targeted fine-tuning procedure: MirrorWiC. The proposed method leverages only raw texts sampled from Wikipedia, assuming no sense-annotated data, and learns context-aware word representations within a standard contrastive learning setup. We experiment with a series of standard and comprehensive WiC benchmarks across multiple languages. Our proposed fully unsupervised MirrorWiC models obtain substantial gains over off-the-shelf PLMs across all monolingual, multilingual and cross-lingual setups. Moreover, on some standard WiC benchmarks, MirrorWiC is even on-par with supervised models fine-tuned with in-task data and sense labels. ...
Keyword:
cs.CL
URL:
https://dx.doi.org/10.17863/cam.78495
https://www.repository.cam.ac.uk/handle/1810/331050
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16
Visually Grounded Reasoning across Languages and Cultures ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Bugliarello, Emanuele
;
Collier, Nigel
. - : Underline Science Inc., 2021
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17
Learning Domain-Specialised Representations for Cross-Lingual Biomedical Entity Linking ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
., Nigel
;
Korhonen, Anna
. - : Underline Science Inc., 2021
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18
MirrorWiC: On Eliciting Word-in-Context Representations from Pretrained Language Models ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Nigel
;
Korhonen, Anna
. - : Underline Science Inc., 2021
BASE
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19
Fast, Effective, and Self-Supervised: Transforming Masked Language Models into Universal Lexical and Sentence Encoders ...
Liu, Fangyu
;
Vulić, I
;
Korhonen, Anna-Leena
. - : Apollo - University of Cambridge Repository, 2021
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20
Visually Grounded Reasoning across Languages and Cultures ...
Liu, Fangyu
;
Bugliarello, Emanuele
;
Ponti, Edoardo Maria
. - : arXiv, 2021
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