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Survey on Bi-LSTM CNNs CRF for Italian Sequence Labeling and Multi-Task Learning
In the last few years the resolution of NLP tasks with architectures composed of neural models has taken vogue. There are many advantages to using these approaches especially because there is no need to do features engineering. In this paper, we make a survey of a Deep Learning architecture that propose a resolutive approach to some classical tasks of the NLP. The Deep Learning architecture is based on a cutting-edge model that exploits both word-level and character-level representations through the combination of bidirectional LSTM, CNN and CRF. This architecture has provided cutting-edge performance in several sequential labeling activities for the English language. The architecture that will be treated uses the same approach for the Italian language. The same guideline is extended to perform a multi-task learning involving PoS labeling and sentiment analysis. The results show that the system performs well and achieves good results in all activities. In some cases it exceeds the best systems previously developed for Italian.
leo.ranaldi
A Letter Template for the Rector's Office at the Masaryk University in Brno
A template for muletter, a document class for the typesetting of letters at the Masaryk University (Brno, Czech Republic).
Vít Novotný
A Letter Template for the Masaryk University University Center Telč
A template for muletter, a document class for the typesetting of letters at the Masaryk University (Brno, Czech Republic).
Vít Novotný
A Letter Template for the Management of the Masaryk University Campus at Bohunice
A template for muletter, a document class for the typesetting of letters at the Masaryk University (Brno, Czech Republic).
Vít Novotný
A Letter Template for the Support Centre for Students with Special Needs at the Masaryk University in Brno
A template for muletter, a document class for the typesetting of letters at the Masaryk University (Brno, Czech Republic).
Vít Novotný
A Letter Template for the Accomodation and Catering Services at the Masaryk University in Brno
A template for muletter, a document class for the typesetting of letters at the Masaryk University (Brno, Czech Republic).
Vít Novotný
A Letter Template for the Faculty of Science at the Masaryk University in Brno
A template for muletter, a document class for the typesetting of letters at the Masaryk University (Brno, Czech Republic).
Vít Novotný
A Letter Template for the Rector of the Masaryk University in Brno
A template for muletter, a document class for the typesetting of letters at the Masaryk University (Brno, Czech Republic).
Vít Novotný
A Letter Template for the Masaryk University Press
A template for muletter, a document class for the typesetting of letters at the Masaryk University (Brno, Czech Republic).
Vít Novotný