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{ "pk": 26177, "title": "The role of word-word co-occurrence in word meaning learning", "subtitle": null, "abstract": "A growing body of research on early word learning suggeststhat learners gather word-object co-occurrence statistics acrosslearning situations. Here we test a new mechanism wherebylearners are also sensitive to word-word co-occurrence statis-tics. Indeed, we find that participants can infer the likely ref-erent of a novel word based on its co-occurrence with otherwords, in a way that mimics a machine learning algorithmdubbed ‘zero-shot learning’. We suggest that the interactionbetween referential and distributional regularities can bring ro-bustness to the process of word acquisition.", "language": "eng", "license": { "name": "", "short_name": "", "text": null, "url": "" }, "keywords": [ { "word": "word learning; semantics; cross-situational learn-ing; distributional semantic models; zero-shot learning." } ], "section": "Papers", "is_remote": true, "remote_url": "https://escholarship.org/uc/item/7gp5v09b", "frozenauthors": [ { "first_name": "Abdellah", "middle_name": "", "last_name": "Fourtassi", "name_suffix": "", "institution": "The Euro-Mediterranean University of Fes, Stanford University", "department": "" }, { "first_name": "Emmanuel", "middle_name": "", "last_name": "Dupoux", "name_suffix": "", "institution": "PSL Research University", "department": "" } ], "date_submitted": null, "date_accepted": null, "date_published": "2016-01-01T18:00:00Z", "render_galley": null, "galleys": [ { "label": "PDF", "type": "pdf", "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/26177/galley/15813/download/" } ] }