6 citations · 20 across the 30 of their papers we have counts for
3 papers · 1 filter
Attending Form and Context to Generate Specialized Out-of-VocabularyWords Representations
Nicolas Garneau, Jean-Samuel Leboeuf, Yuval Pinter +1
We propose a new contextual-compositional neural network layer that handles out-of-vocabulary (OOV) words in natural language processing (NLP) tagging tasks. This layer consists of…
Attention is not not Explanation
Sarah Wiegreffe, Yuval Pinter
Attention mechanisms play a central role in NLP systems, especially within recurrent neural network (RNN) models. Recently, there has been increasing interest in whether or not the…
Character Eyes: Seeing Language through Character-Level Taggers
Yuval Pinter, Marc Marone, Jacob Eisenstein
Character-level models have been used extensively in recent years in NLP tasks as both supplements and replacements for closed-vocabulary token-level word representations. In one p…