66 citations · 95 across the 11 of their papers we have counts for
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cs.CL2021★ 1 cited
Few-Shot Self-Rationalization with Natural Language Prompts
Ana Marasović, Iz Beltagy, Doug Downey +1
Self-rationalization models that predict task labels and generate free-text elaborations for their predictions could enable more intuitive interaction with NLP systems. These model…
cs.CL2021★ 1 cited
Effective Attention Sheds Light On Interpretability
Kaiser Sun, Ana Marasović
An attention matrix of a transformer self-attention sublayer can provably be decomposed into two components and only one of them (effective attention) contributes to the model outp…
cs.CL2021★ 16 cited
Teach Me to Explain: A Review of Datasets for Explainable Natural Language Processing
Sarah Wiegreffe, Ana Marasović
Explainable NLP (ExNLP) has increasingly focused on collecting human-annotated textual explanations. These explanations are used downstream in three ways: as data augmentation to i…