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{ "pk": 27191, "title": "Leveraging mutual exclusivity for faster cross-situational wordlearning: A theoretical analysis", "subtitle": null, "abstract": "Past mechanistic accounts of children’s word learningclaim that a simple type of cross-situational learning ispowerful enough to match observed rates of learning,even in quite ambiguous situations. However, a limita-tion in some of these analyses is their reliance on an un-realistic assumption that the learner only hears a word insituations containing the intended referent. This studyanalyzed a more general type of cross-situational learn-ing based on the relative frequency of word-object pairs,and found it to be slower than the simple mechanismanalyzed in prior work. We then analytically exploredwhether relative-frequency learning can be improved byincorporating the mutual exclusivity (ME) principle–an assumption that words map to objects 1-to-1. Ouranalyses show that with a certain type of correlation inword-to-word relationship, ME makes relative frequencylearning as efficient as fast-mapping, which can learn aword in one exposure.", "language": "eng", "license": { "name": "", "short_name": "", "text": null, "url": "" }, "keywords": [ { "word": "Word learning; Cross-situational learningmodels; Mutual exclusivity; Language acquisition" } ], "section": "Posters: Papers", "is_remote": true, "remote_url": "https://escholarship.org/uc/item/6qh0070q", "frozenauthors": [ { "first_name": "Shohei", "middle_name": "", "last_name": "Hidaka", "name_suffix": "", "institution": "Japan Advanced Institute of Science and Technology", "department": "" }, { "first_name": "Takuma", "middle_name": "", "last_name": "Torii", "name_suffix": "", "institution": "Japan Advanced Institute of Science and Technology", "department": "" }, { "first_name": "George", "middle_name": "", "last_name": "Kachergis", "name_suffix": "", "institution": "Radboud University", "department": "" } ], "date_submitted": null, "date_accepted": null, "date_published": "2017-01-01T18:00:00Z", "render_galley": null, "galleys": [ { "label": "PDF", "type": "pdf", "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/27191/galley/16827/download/" } ] }