Learning Algorithm And Embedding Scheme
Evaluated a learning algorithm using perturbation and explicit character-level representation to improve learning robustness.Evaluated a BERT model on a sentiment analysis task.Incorporated ELMo embeddings to explicitly incorporate character level representations.Characters were realistically perturbed at training time.Found a strong benefit to perturbing characters and a limited benefit to augmented embeddings.