The Importance Of Linguistic Semantics Video
Why Linguistics is Important?The Importance Of Linguistic Semantics - think
Published21 Apr Abstract Document classification is a fundamental problem in natural language processing. Deep learning has demonstrated great success in this task. However, most existing models do not involve the sentence structure as a text semantic feature in the architecture and pay less attention to the contexting importance of words and sentences. In this paper, we present a new model based on a sparse recurrent neural network and self-attention mechanism for document classification. Extensive experiments demonstrate that our model obtains competitive performance and outperforms previous models. The Importance Of Linguistic Semantics.
We expect events to contain the same temporal information regardless of the language, however, The Importance Of Linguistic Semantics way temporal information is encoded via lexical or grammatical properties differs from language to language. While the lexical aspect of event semantics is relatively similar across languages, the grammatical aspect varies Ssmantics, and concepts of tense and aspect may not be shared across languages, preventing a simple correspondence of verbal forms between two languages from being established. This work represents a first theoretical and empirical contrastive investigation on how temporal information is conveyed in Japanese and Italian with a focus on the semantics of events and how they are reported.
We include a classification of eventuality types and their expression in tense and aspect, making this work useful for researchers working on tasks that require detailed, cross-lingual temporal analysis. We empirically support our theoretical proposal by building and semi-automatically annotating a parallel Japanese-Italian corpus with temporality tags.]
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