261 citations · 743 across the 25 of their papers we have counts for
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cs.LG2020★ 14 cited
PMI-Masking: Principled masking of correlated spans
Yoav Levine, Barak Lenz, Opher Lieber +4
Masking tokens uniformly at random constitutes a common flaw in the pretraining of Masked Language Models (MLMs) such as BERT. We show that such uniform masking allows an MLM to mi…
cs.LG2020★ 7 cited
The Depth-to-Width Interplay in Self-Attention
Yoav Levine, Noam Wies, Or Sharir +2
Self-attention architectures, which are rapidly pushing the frontier in natural language processing, demonstrate a surprising depth-inefficient behavior: previous works indicate th…