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Encouraging Paragraph Embeddings to Remember Sentence Identity Improves Classification

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Figure

Figure 1: Probe task accuracies across representationdimensions. BoW surprisingly outperforms the morecomplex model CNN-R.
Figure 2: A visualization of our semi-supervised approach. We first train the CNN encoder (shown as two copieswith shared parameters) on unlabeled data using our sentence content objective
Table 3:Yelp test accuracy (without fine-tuning).CNN-SC significantly improves over CNN-R.
Figure 4: CNN-SC implicitly learns to distinguish be-tween class labels.
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