47 citations · 262 across the 33 of their papers we have counts for
3 papers · 1 filter
Uncontrolled Lexical Exposure Leads to Overestimation of Compositional Generalization in Pretrained Models
Najoung Kim, Tal Linzen, Paul Smolensky
Human linguistic capacity is often characterized by compositionality and the generalization it enables -- human learners can produce and comprehend novel complex expressions by com…
Structural Biases for Improving Transformers on Translation into Morphologically Rich Languages
Paul Soulos, Sudha Rao, Caitlin Smith +9
Machine translation has seen rapid progress with the advent of Transformer-based models. These models have no explicit linguistic structure built into them, yet they may still impl…
Neurocompositional computing: From the Central Paradox of Cognition to a new generation of AI systems
Paul Smolensky, R. Thomas McCoy, Roland Fernandez +2
What explains the dramatic progress from 20th-century to 21st-century AI, and how can the remaining limitations of current AI be overcome? The widely accepted narrative attributes…