Self-Explaining Structures Improve NLP Models

Benchmark Model Rank Results
natural-language-inference-on-snliRoBERTa-large+Self-Explaining#3% Test Accuracy: 92.3Parameters: 340
natural-language-inference-on-snliRoBERTa-large + self-explaining layer#4% Test Accuracy: 92.3% Train Accuracy: ?Parameters: 355m+
paraphrase-identification-on-quora-question1-3[0.8pt/2pt] Random#22Accuracy: 80
sentiment-analysis-on-sst-5-fine-grainedRoBERTa-large+Self-Explaining#3Accuracy: 59.1