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task ID: unsupervisedrepresentationlearning

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Recently, various unsupervised representation learning approaches have been investigated to produce augmenting features for natural language processing systems in the open-domain learning scenarios. In this paper, we propose a dynamic …...

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AbstractOur goal is to evaluate the usefulness of unsupervised representation learning techniques for detecting stances of Fake News. Therefore we examine several pre-trained language models with respect to their performance …...

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Graph Relational Topic Model with Higher-order Graph Attention Auto-encoders

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Learning low-dimensional representations of networked documents is a crucial task for doc- uments linked in network structures. Rela- tional Topic Models (RTMs) have shown their strengths in modeling both document …...

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One Size Does Not Fit All: Finding the Optimal Subword Sizes for FastText Models across Languages

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