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Testing the Robustness of LSTM-Based Sentiment Analysis Models

John Snow Labs

The 49th Annual Meeting of the Association for Computational Linguistics (ACL 2011). /abs/2005.03993 Andrew L. Maas, Raymond E. Daly, Peter T. Pham, Dan Huang, Andrew Y. Ng, and Christopher Potts. Learning Word Vectors for Sentiment Analysis.

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The State of Multilingual AI

Sebastian Ruder

Bender [2] highlighted the need for language independence in 2011. Initiatives   The Association for Computational Linguistics (ACL) has emphasized the importance of language diversity, with a special theme track at the main ACL 2022 conference on this topic. Linguistic Issues in Language Technology, 6(3), 1–26.

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Parsing English in 500 Lines of Python

Explosion

ACL 2011 The dynamic oracle training method was first described here: A Dynamic Oracle for Arc-Eager Dependency Parsing. Computational Linguistics 2011 (1) Another important paper was this little feature engineering paper, which further improved the accuracy: Zhang, Yue; Nivre, Joakim. Goldberg, Yoav; Nivre, Joakim.

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Multi-domain Multilingual Question Answering

Sebastian Ruder

2011 ), many referents have no language-specific terms in some languages, e.g. bowling ball, hamburger, lottery ( Ponti et al., Cultures differ in what types of questions are typically asked, e.g. speakers outside the US probably would not ask about famous American football or baseball players. In COPA ( Roemmele et al.,

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