Improving Methods for Single-label Text Categorization

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Text Classification Improved by Integrating Bidirectional LSTM with Two-dimensional Max Pooling (2016, methodology): “We use the bydate version preprocessed by Cachopo (2007). We select four major categories (comp, politics, rec and religion) followed by Hingmire et al.”
Latent Support Measure Machines for Bag-of-Words Data Classification (2014, unknown): “These datasets, which have already been preprocessed by removing short and stop words, are found in [19] and can be downloaded from the author’s website1.”
Supervised Word Mover's Distance (2016, unknown): “0 20NEWS canonical news article dataset [3] 20 11293 7528 29671 72”