78 citations · 123 across the 11 of their papers we have counts for
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cs.CL2022
Order-sensitive Shapley Values for Evaluating Conceptual Soundness of NLP Models
Kaiji Lu, Anupam Datta
Previous works show that deep NLP models are not always conceptually sound: they do not always learn the correct linguistic concepts. Specifically, they can be insensitive to word…
cs.CL2020
Influence Patterns for Explaining Information Flow in BERT
Kaiji Lu, Zifan Wang, Piotr Mardziel +1
While attention is all you need may be proving true, we do not know why: attention-based transformer models such as BERT are superior but how information flows from input tokens to…