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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 ...
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3
A Solid Fluids Lexicon
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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
In: Pilot Feasibility Stud (2022)
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5
"Non-linguistic" Browning : meter and music in "Pietro of Abano"
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6
“Non-linguistic” Browning: Meter and music in “Pietro of Abano”
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
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
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 ...
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10
Plan-then-Generate: Controlled Data-to-Text Generation via Planning ...
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11
Prix-LM: Pretraining for Multilingual Knowledge Base Construction ...
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12
Learning Domain-Specialised Representations for Cross-Lingual Biomedical Entity Linking ...
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13
MirrorWiC: On Eliciting Word-in-Context Representations from Pretrained Language Models ...
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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. - : Apollo - University of Cambridge Repository, 2021
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16
Visually Grounded Reasoning across Languages and Cultures ...
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17
Learning Domain-Specialised Representations for Cross-Lingual Biomedical Entity Linking ...
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18
MirrorWiC: On Eliciting Word-in-Context Representations from Pretrained Language Models ...
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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; Collier, Nigel. - : Apollo - University of Cambridge Repository, 2021
Abstract: Pretrained Masked Language Models (MLMs) have revolutionised NLP in recent years. However, previous work has indicated that off-the-shelf MLMs are not effective as universal lexical or sentence encoders without further task-specific fine-tuning on NLI, sentence similarity, or paraphrasing tasks using annotated task data. In this work, we demonstrate that it is possible to turn MLMs into effective universal lexical and sentence encoders even without any additional data and without any supervision. We propose an extremely simple, fast and effective contrastive learning technique, termed Mirror-BERT, which converts MLMs (e.g., BERT and RoBERTa) into such encoders in 20-30 seconds without any additional external knowledge. Mirror-BERT relies on fully identical or slightly modified string pairs as positive (i.e., synonymous) fine-tuning examples, and aims to maximise their similarity during identity fine-tuning. We report huge gains over off-the-shelf MLMs with Mirror-BERT in both lexical-level and sentence-level ...
Keyword: cs.AI; cs.CL; cs.LG
URL: https://www.repository.cam.ac.uk/handle/1810/327954
https://dx.doi.org/10.17863/cam.75407
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20
Visually Grounded Reasoning across Languages and Cultures ...
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