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1
XLM-T: A Multilingual Language Model Toolkit for Twitter ...
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2
Learning Cross-Lingual Word Embeddings from Twitter via Distant Supervision
In: Proceedings of the International AAAI Conference on Web and Social Media; Vol. 14 (2020): Fourteenth International AAAI Conference on Web and Social Media; 72-82 ; 2334-0770 ; 2162-3449 (2020)
Abstract: Cross-lingual embeddings represent the meaning of words from different languages in the same vector space. Recent work has shown that it is possible to construct such representations by aligning independently learned monolingual embedding spaces, and that accurate alignments can be obtained even without external bilingual data. In this paper we explore a research direction that has been surprisingly neglected in the literature: leveraging noisy user-generated text to learn cross-lingual embeddings particularly tailored towards social media applications. While the noisiness and informal nature of the social media genre poses additional challenges to cross-lingual embedding methods, we find that it also provides key opportunities due to the abundance of code-switching and the existence of a shared vocabulary of emoji and named entities. Our contribution consists of a very simple post-processing step that exploits these phenomena to significantly improve the performance of state-of-the-art alignment methods.
URL: https://ojs.aaai.org/index.php/ICWSM/article/view/7280
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3
Learning cross-lingual word embeddings from Twitter via distant supervision
Camacho Collados, Jose; Doval, Yerai; Martínez-Cámara, Eugenio. - : Association for the Advancement of Artificial Intelligence, 2020
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4
SemEval 2018 Task 2: Multilingual Emoji Prediction
Barbieri, Francesco; Camacho-Collados, Jose; Ronzano, Francesco. - : The Association for Computational Linguistics, 2018
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5
How Gender and Skin Tone Modifiers Affect Emoji Semantics in Twitter
Barbieri, Francesco; Camacho-Collados, Jose. - : The Association for Computational Linguistics, 2018
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6
Overview of the Evalita 2018 Italian Emoji Prediction (ITAmoji) Task
Ronzano, Francesco; Barbieri, Francesco; Wahyu Pamungkas, Endang. - : CEUR-WS, 2018. : country:DEU, 2018. : place:Aachen, 2018
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7
SemEval 2018 Task 2: Multilingual Emoji Prediction
Barbieri, Francesco; Camacho-Collados, Jose; Ronzano, Francesco. - : Association for Computational Linguistics, 2018. : country:USA, 2018. : place:Stroudsburg, PA, 2018
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8
Sentiment Polarity Classification at EVALITA: Lessons Learned and Open Challenges
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9
Overview of the Evalita 2016 SENTIment POLarity Classification Task
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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10
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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11
Is This Tweet Satirical? A Computational Approach for Satire Detection in Spanish ; ¿Es satírico este tweet? Un método automático para la identificación del lenguaje satírico en español
Barbieri, Francesco; Ronzano, Francesco; Saggion, Horacio. - : Sociedad Española para el Procesamiento del Lenguaje Natural, 2015
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12
How gender and skin tone modifiers affect emoji semantics in Twitter
Barbieri, Francesco; Camacho-Collados, Jose. - : ACL (Association for Computational Linguistics)
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13
How gender and skin tone modifiers affect emoji semantics in Twitter
Barbieri, Francesco; Camacho-Collados, Jose. - : ACL (Association for Computational Linguistics)
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14
SemEval 2018 Task 2: multilingual emoji prediction
Barbieri, Francesco; Camacho-Collados, Jose; Ronzano, Francesco. - : ACL (Association for Computational Linguistics)
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15
Are emojis predictable?
Ballesteros, Miguel; Barbieri, Francesco; Saggion, Horacio. - : ACL (Association for Computational Linguistics)
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16
Interpretable emoji prediction via label-wise attention LSTMs
Espinosa-Anke, Luis; Camacho-Collados, Jose; Saggion, Horacio. - : ACL (Association for Computational Linguistics)
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17
Multimodal emoji prediction
Ronzano, Francesco; Barbieri, Francesco; Saggion, Horacio. - : ACL (Association for Computational Linguistics)
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18
Towards the understanding of gaming audiences by modeling Twitch emotes
Ballesteros, Miguel; Barbieri, Francesco; Saggion, Horacio. - : ACL (Association for Computational Linguistics)
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