3 papers
cs.CL2026
Perturbation: A simple and efficient adversarial tracer for representation learning in language models
Joshua Rozner, Cory Shain
Linguistic representation learning in deep neural language models (LMs) has been studied for decades, but finding representations in LMs remains an unsolved problem. On the one han…
cs.CL2025
BabyLM's First Constructions: Causal probing provides a signal of learning
Joshua Rozner, Leonie Weissweiler, Cory Shain
Construction grammar posits that language learners acquire constructions (form-meaning pairings) from the statistics of their environment. Recent work supports this hypothesis by s…
cs.CL2025
Constructions are Revealed in Word Distributions
Joshua Rozner, Leonie Weissweiler, Kyle Mahowald +1
Construction grammar posits that constructions, or form-meaning pairings, are acquired through experience with language (the distributional learning hypothesis). But how much infor…