TMLab SRPOL at SemEval-2019 Task 8: Fact Checking in Community Question Answering Forums
Piotr Niewiński, Aleksander Wawer, Maria Pszona, Maria Janicka · 2019
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.