Lifelong Explainer for Lifelong Learners

1 code implementation • EMNLP 2021 • Xuelin Situ, Sameen Maruf, Ingrid Zukerman, Cecile Paris, Gholamreza Haffari

Our ablation study shows that the ER mechanism in our LLE approach enhances the learning capabilities of the student explainer.

text-classification Text Classification

Learning to Explain: Generating Stable Explanations Fast

1 code implementation • ACL 2021 • Xuelin Situ, Ingrid Zukerman, Cecile Paris, Sameen Maruf, Gholamreza Haffari

The importance of explaining the outcome of a machine learning model, especially a black-box model, is widely acknowledged.