4 citations · 8 across the 6 of their papers we have counts for
5 papers · 1 filter
Systematic Generalization with Edge Transformers
Leon Bergen, Timothy J. O'Donnell, Dzmitry Bahdanau
Recent research suggests that systematic generalization in natural language understanding remains a challenge for state-of-the-art neural models such as Transformers and Graph Neur…
Compositional Generalization in Dependency Parsing
Emily Goodwin, Siva Reddy, Timothy J. O'Donnell +1
Compositionality -- the ability to combine familiar units like words into novel phrases and sentences -- has been the focus of intense interest in artificial intelligence in recent…
Jointly Learning Truth-Conditional Denotations and Groundings using Parallel Attention
Leon Bergen, Dzmitry Bahdanau, Timothy J. O'Donnell
We present a model that jointly learns the denotations of words together with their groundings using a truth-conditional semantics. Our model builds on the neurosymbolic approach o…
Linguistic Dependencies and Statistical Dependence
Jacob Louis Hoover, Alessandro Sordoni, Wenyu Du +1
Are pairs of words that tend to occur together also likely to stand in a linguistic dependency? This empirical question is motivated by a long history of literature in cognitive sc…
Characterizing Idioms: Conventionality and Contingency
Michaela Socolof, Jackie Chi Kit Cheung, Michael Wagner +1
Idioms are unlike most phrases in two important ways. First, the words in an idiom have non-canonical meanings. Second, the non-canonical meanings of words in an idiom are continge…