Papers with saliency-based explanation baseline
StyLEx: Explaining Style Using Human Lexical Annotations (2023.eacl-main)
Copied to clipboard
| Challenge: | Large pre-trained language models often learn spurious domain-specific words to make predictions. |
| Approach: | They propose a model that learns from human annotated explanations of stylistic features and jointly predicts them as model explanations. |
| Outcome: | The proposed model can provide human like stylistic lexical explanations without sacrificing performance on in-domain and out-of-domain datasets. |