Papers with Construction grammar
Constructions are Revealed in Word Distributions (2025.emnlp-main)
Copied to clipboard
| Challenge: | Construction grammar posits that constructions are form-meaning pairings that are acquired through experience with language. |
| Approach: | They propose to use a RoBERTa model to model constructions as patterns of statistical affinity . they show that statistical affinity is likely an important, but partial, signal available to learners . |
| Outcome: | The proposed model shows that constructions will be revealed as patterns of statistical affinity . the proposed model is based on a model that is able to distinguish constructions from text . |
BabyLM’s First Constructions: Causal interventions provide a signal of learning (2025.emnlp-main)
Copied to clipboard
| Challenge: | Recent work shows sensitivity to constructions in pretrained language models, but their relevance to human language learning is doubted. |
| Approach: | They use construction grammars to demonstrate sensitivity to constructions in pretrained language models. |
| Outcome: | The proposed models learn diverse constructions even hard cases that are superficially indistinguishable. |