  The article describes our submission to SemEval 2019 Task 8 on Fact-Checking
in Community Forums. The systems under discussion participated in Subtask A:
decide whether a question asks for factual information, opinion/advice or is
just socializing. Our primary submission was ranked as the second one among all
participants in the official evaluation phase. The article presents our primary
solution: Deeply Regularized Residual Neural Network (DRR NN) with Universal
Sentence Encoder embeddings. This is followed by a description of two
contrastive solutions based on ensemble methods.
