most citedExplaining Pre-Trained Language Models with Attribution Scores: An Analysis in Low-Resource Settings

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cs.CL2024★ 1 cited

Explaining Pre-Trained Language Models with Attribution Scores: An Analysis in Low-Resource Settings

Wei Zhou, Heike Adel, Hendrik Schuff +1

Attribution scores indicate the importance of different input parts and can, thus, explain model behaviour. Currently, prompt-based models are gaining popularity, i.a., due to thei…

cs.CL2023

Neighboring Words Affect Human Interpretation of Saliency Explanations

Alon Jacovi, Hendrik Schuff, Heike Adel +2

Word-level saliency explanations ("heat maps over words") are often used to communicate feature-attribution in text-based models. Recent studies found that superficial factors such…