Collocational Bootstrapping: Statistical Cues for Syntax Acquisition

A study published on arXiv proposes a mechanism called collocational bootstrapping, where word co-occurrence patterns in linguistic input provide cues for syntactic dependencies, specifically English subject-verb agreement. Researchers trained neural networks on synthetic datasets with varying predictability of subject-verb pairings, finding a range of variability levels that support robust learning. Analysis of child-directed language shows its variability falls within that range, suggesting collocational bootstrapping is viable for acquisition.