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    Constructions are Revealed in Word Distributions (2025.emnlp-main)

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    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 .

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