Deep semi-supervised learning is a fast-growing field with a range of practical applications.
This paper provides a comprehensive survey on both fundamentals and recent advances in …

Sentiment analysis in Twitter is a field that has recently attracted research interest. Twitter is
one of the most popular microblog platforms on which users can publish their thoughts and …

We consider the two related problems of detecting if an example is misclassified or out-of-
distribution. We present a simple baseline that utilizes probabilities from softmax …

We propose the Gaussian Error Linear Unit (GELU), a high-performing neural network
activation function. The GELU activation function is $ x\Phi (x) $, where $\Phi (x) $ the …

In this paper, we present directional skip-gram (DSG), a simple but effective enhancement of
the skip-gram model by explicitly distinguishing left and right context in word prediction. In …

Emotion recognition in text is an important natural language processing (NLP) task whose
solution can benefit several applications in different fields, including data mining, e-learning …