NLP: Explore Data Artifacts in SNLI Dataset with Checklist and ELECTRA | by Cuong Phan | May, 2022
Neutral and Contradiction Biases in Premise-Hypothesis sentencesPhoto by Possessed Photography on UnsplashMotivationNatural language inference (NLI) is a widely-studied natural language processing task to determine the entailment relation between two statements: a premise and a hypothesis.The Stanford NLI corpus (version 1.0) is a collection of 570k human-written English sentence pairs manually labeled for training NLP models on NLI task. Although there are state-of- the-art NLP models that can achieve high accuracy on…