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Korhonen, Anna (17)
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Reichart, Roi (4)
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 (4)
., Nigel (3)
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2021 (17)
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Simple Search
Hits 1 – 17 of 17
1
Towards Zero-shot Language Modeling ...
Ponti, Edoardo Maria
;
Vulić, Ivan
;
Cotterell, Ryan
. - : arXiv, 2021
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2
Crossing the Conversational Chasm: A Primer on Natural Language Processing for Multilingual Task-Oriented Dialogue Systems ...
Razumovskaia, Evgeniia
;
Glavaš, Goran
;
Majewska, Olga
. - : arXiv, 2021
BASE
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3
Learning Domain-Specialised Representations for Cross-Lingual Biomedical Entity Linking ...
Liu, Fangyu
;
Vulić, Ivan
;
Korhonen, Anna
. - : arXiv, 2021
BASE
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4
MirrorWiC: On Eliciting Word-in-Context Representations from Pretrained Language Models ...
Liu, Qianchu
;
Liu, Fangyu
;
Collier, Nigel
. - : arXiv, 2021
BASE
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5
Parameter space factorization for zero-shot learning across tasks and languages ...
Ponti, Edoardo M.
;
Vulić, Ivan
;
Cotterell, Ryan
. - : ETH Zurich, 2021
BASE
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6
MirrorWiC: On Eliciting Word-in-Context Representations from Pretrained Language Models ...
Liu, Qianchu
;
Liu, Fangyu
;
Collier, Nigel
. - : Apollo - University of Cambridge Repository, 2021
BASE
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7
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
BASE
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8
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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9
Semantic Data Set Construction from Human Clustering and Spatial Arrangement ...
Majewska, Olga
;
McCarthy, Diana
;
Van Den Bosch, Jasper JF
. - : Apollo - University of Cambridge Repository, 2021
BASE
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10
AM2iCo: Evaluating Word Meaning in Context across Low-Resource Languages with Adversarial Examples ...
Liu, Qianchu
;
Ponti, Edoardo M.
;
McCarthy, Diana
. - : arXiv, 2021
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11
Fast, Effective, and Self-Supervised: Transforming Masked Language Models into Universal Lexical and Sentence Encoders ...
Liu, Fangyu
;
Vulić, Ivan
;
Korhonen, Anna
;
Collier, Nigel
. - : arXiv, 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 ... : EMNLP 2021 camera-ready version ...
Keyword:
Artificial Intelligence cs.AI
;
Computation and Language cs.CL
;
FOS Computer and information sciences
;
Machine Learning cs.LG
URL:
https://arxiv.org/abs/2104.08027
https://dx.doi.org/10.48550/arxiv.2104.08027
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12
Parameter space factorization for zero-shot learning across tasks and languages
Parovic, Marinela
;
Cotterell, Ryan
;
Vulić, Ivan
...
In: Transactions of the Association for Computational Linguistics, 9 (2021)
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13
AM2iCo: Evaluating Word Meaning in Context across Low-Resource Languages with Adversarial Examples ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Korhonen, Anna
;
Liu, Qianchu
. - : Underline Science Inc., 2021
BASE
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14
Fast, Effective, and Self-Supervised: Transforming Masked Language Models into Universal Lexical and Sentence Encoders ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Nigel
;
Korhonen, Anna
. - : Underline Science Inc., 2021
BASE
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15
LexFit: Lexical Fine-Tuning of Pretrained Language Models ...
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
;
Glavaš, Goran
;
Korhonen, Anna
. - : Underline Science Inc., 2021
BASE
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16
Verb Knowledge Injection for Multilingual Event Processing ...
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
;
Glavaš, Goran
;
Korhonen, Anna
. - : Underline Science Inc., 2021
BASE
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17
A Closer Look at Few-Shot Crosslingual Transfer: The Choice of Shots Matters ...
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
;
., Hinrich
;
Korhonen, Anna
. - : Underline Science Inc., 2021
BASE
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