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Hits 1 – 20 of 35
1
DALC: the Dutch Abusive Language Corpus ...
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
;
Caselli, Tommaso
;
Leistra, Folkert
. - : Underline Science Inc., 2021
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2
Thank you BART! Rewarding Pre-Trained Models Improves Formality Style Transfer ...
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
;
., Antonio
;
Lai, Huiyuan
. - : Underline Science Inc., 2021
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3
Adapting Monolingual Models: Data can be Scarce when Language Similarity is High ...
de Vries, Wietse
;
Bartelds, Martijn
;
Nissim, Malvina
;
Wieling, Martijn
. - : arXiv, 2021
Abstract:
For many (minority) languages, the resources needed to train large models are not available. We investigate the performance of zero-shot transfer learning with as little data as possible, and the influence of language similarity in this process. We retrain the lexical layers of four BERT-based models using data from two low-resource target language varieties, while the Transformer layers are independently fine-tuned on a POS-tagging task in the model's source language. By combining the new lexical layers and fine-tuned Transformer layers, we achieve high task performance for both target languages. With high language similarity, 10MB of data appears sufficient to achieve substantial monolingual transfer performance. Monolingual BERT-based models generally achieve higher downstream task performance after retraining the lexical layer than multilingual BERT, even when the target language is included in the multilingual model. ... : Findings of ACL 2021 Camera Ready ...
Keyword:
Computation and Language cs.CL
;
FOS Computer and information sciences
URL:
https://dx.doi.org/10.48550/arxiv.2105.02855
https://arxiv.org/abs/2105.02855
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4
Adapting Monolingual Models: Data can be Scarce when Language Similarity is High ...
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
;
Bartelds, Martijn
;
de Vries, Wietse
. - : Underline Science Inc., 2021
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5
As Good as New. How to Successfully Recycle English GPT-2 to Make Models for Other Languages ...
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
;
de Vries, Wietse
;
Nissim, Malvina
. - : Underline Science Inc., 2021
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6
Teaching NLP with Bracelets and Restaurant Menus:An Interactive Workshop for Italian Students
Pannitto, Ludovica
;
Busso, Lucia
;
Combei, Claudia Roberta
. - : Association for Computational Linguistics, 2021
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7
What's so special about BERT's layers? A closer look at the NLP pipeline in monolingual and multilingual models ...
de Vries, Wietse
;
van Cranenburgh, Andreas
;
Nissim, Malvina
. - : arXiv, 2020
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8
Matching Theory and Data with Personal-ITY: What a Corpus of Italian YouTube Comments Reveals About Personality ...
The 28th International Conference on Computational Linguistics 2020
;
Bassignana, Elisa
;
Nissim, Malvina
. - : Underline Science Inc., 2020
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9
Unmasking Contextual Stereotypes: Measuring and Mitigating BERT'S Gender Bias ...
The 28th International Conference on Computational Linguistics 2020
;
Bartl, Marion
;
Gatt, Albert
. - : Underline Science Inc., 2020
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10
As Good as New. How to Successfully Recycle English GPT-2 to Make Models for Other Languages ...
de Vries, Wietse
;
Nissim, Malvina
. - : arXiv, 2020
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11
Fair Is Better than Sensational: Man Is to Doctor as Woman Is to Doctor
Nissim, Malvina
;
van Noord, Rik
;
van der Goot, Rob
In: Computational Linguistics, Vol 46, Iss 2, Pp 487-497 (2020) (2020)
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12
Sentiment Polarity Classification at EVALITA: Lessons Learned and Open Challenges
Basile, Valerio
;
Novielli, Nicole
;
Croce, Danilo
. - 2018
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13
Learning Neural Word Salience Scores.
Gargett, Andrew
;
Bollegala, Danushka
;
Samardzhiev, Krasen
. - : Association for Computational Linguistics, 2018
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14
-io Nouns through the Ages. Analysing Latin Morphological Productivity with Lemlat
Litta, Eleonora
(orcid:0000-0002-0499-997X);
Passarotti, Marco
(orcid:0000-0002-9806-7187);
Budassi, Marco
. - : aAccademia University Press, 2017. : country:ITA, 2017. : place:ROMA -- ITA, 2017
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15
EVALITA Goes Social: Tasks, Data, and Community at the 2016 Edition
Cutugno, Francesco
;
Sprugnoli, Rachele
(orcid:0000-0001-6861-5595);
Nissim, Malvina
. - 2017
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16
Overview of the Evalita 2016 SENTIment POLarity Classification Task
Barbieri, Francesco
;
Basile, Valerio
;
Croce, Danilo
...
In: Proceedings of Third Italian Conference on Computational Linguistics (CLiC-it 2016) & Fifth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2016) ; https://hal.inria.fr/hal-01414731 ; Proceedings of Third Italian Conference on Computational Linguistics (CLiC-it 2016) & Fifth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2016), Dec 2016, Naples, Italy (2016)
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17
Overview of the Evalita 2016 Sentiment Polarity Classification Task
Barbieri, Francesco
;
Basile, Valerio
;
Croce, Danilo
. - : CEUR-WS, 2016. : country:DEU, 2016. : place:Aachen, 2016
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18
EVALITA 2016: Overview of the 5th evaluation campaign of natural language processing and speech tools for Italian
Basile, Pierpaolo
;
Cutugno, Franco
;
Nissim, Malvina
. - : CEUR-WS, 2016. : country:DEU, 2016. : place:Aachen, 2016
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19
Deep Tweets: from Entity Linking to Sentiment Analysis
Basile, Pierpaolo
;
Basile, Valerio
;
Nissim, Malvina
...
In: Proceedings of the Italian Computational Linguistics Conference (CLiC-it 2015) ; https://hal.inria.fr/hal-01342435 ; Proceedings of the Italian Computational Linguistics Conference (CLiC-it 2015), Dec 2015, Trento, Italy (2015)
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20
Overview of the Evalita 2014 SENTIment POLarity Classification Task
Basile, Valerio
;
Bolioli, Andrea
;
Nissim, Malvina
...
In: Proceedings of the 4th evaluation campaign of Natural Language Processing and Speech tools for Italian (EVALITA'14) ; https://hal.inria.fr/hal-01228925 ; Proceedings of the 4th evaluation campaign of Natural Language Processing and Speech tools for Italian (EVALITA'14), 2014, Pisa, Italy. ⟨10.12871/clicit201429⟩ (2014)
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