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Slav-NER: the 3rd Cross-lingual Challenge on Recognition, Normalization, Classification, and Linking of Named Entities across Slavic languages ...
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Slav-NER: the 3rd Cross-lingual Challenge on Recognition, Normalization, Classification, and Linking of Named Entities across Slavic languages ...
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3
Are the Multilingual Models Better? Improving Czech Sentiment with Transformers ...
Abstract: In this paper, we aim at improving Czech sentiment with transformer-based models and their multilingual versions. More concretely, we study the task of polarity detection for the Czech language on three sentiment polarity datasets. We fine-tune and perform experiments with five multilingual and three monolingual models. We compare the monolingual and multilingual models' performance, including comparison with the older approach based on recurrent neural networks. Furthermore, we test the multilingual models and their ability to transfer knowledge from English to Czech (and vice versa) with zero-shot cross-lingual classification. Our experiments show that the huge multilingual models can overcome the performance of the monolingual models. They are also able to detect polarity in another language without any training data, with performance not worse than 4.4 % compared to state-of-the-art monolingual trained models. Moreover, we achieved new state-of-the-art results on all three datasets. ... : Accepted to RANLP 2021, github: https://github.com/pauli31/improving-czech-sentiment-transformers ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://arxiv.org/abs/2108.10640
https://dx.doi.org/10.48550/arxiv.2108.10640
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4
Restaurant Reviews CZ ABSA corpus v2
Hercig, Tomáš; Brychcín, Tomáš; Svoboda, Lukáš. - : University of West Bohemia, Department of Computer Science and Engineering, 2016
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5
MultiLing 2015: Multilingual Summarization of Single and Multi-Documents, On-line Fora, and Call-center Conversations
In: Sigdial ; https://hal-amu.archives-ouvertes.fr/hal-01194230 ; Sigdial, 2015, Unknown, Unknown Region (2015)
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6
Using Brain Data for Sentiment Analysis.
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7
Facebook Data for Sentiment Analysis
Habernal, Ivan; Ptáček, Tomáš; Steinberger, Josef. - : University of West Bohemia, 2013
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