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{ "pk": 28489, "title": "Evidence of error-driven cross-situational word learning", "subtitle": null, "abstract": "One powerful way children can learn word meanings is viacross-situational learning, the ability to discern consistentword-referent mappings from a series of ambiguous scenes andutterances. Various computational accounts of word learninghave been proposed, with mechanisms ranging from storingand testing a single hypothesized referent for each word, totracking multiple graded associations and selectively strength-ening some of them. Nearly all word learning models as-sume storage of some feasible word-referent mappings fromeach situation, resulting in a degree of learning proportionalto the number of co-occurrences. While these accumulativemodels would generally predict that incorrect co-occurrenceswould slow learning, recent empirical work suggests these ac-counts are incomplete: paradoxically, giving learners incorrectmappings early in training was found to boost performance(Fitneva & Christiansen, 2015). We test this finding’s general-ity in a new experiment with more items, consider system- anditem-level explanations, and find that a model with error-drivenlearning best accounts for this benefit of initially-inaccuratepairings.", "language": "eng", "license": { "name": "", "short_name": "", "text": null, "url": "" }, "keywords": [ { "word": "cross-situational word learning; error-driven asso-ciative learning model; word learning;" } ], "section": "Papers with Oral Presentations", "is_remote": true, "remote_url": "https://escholarship.org/uc/item/7433c1bp", "frozenauthors": [ { "first_name": "Chris", "middle_name": "", "last_name": "Grimmick", "name_suffix": "", "institution": "New York University", "department": "" }, { "first_name": "Todd", "middle_name": "", "last_name": "Gureckis", "name_suffix": "", "institution": "New York University", "department": "" }, { "first_name": "George", "middle_name": "", "last_name": "Kachergis", "name_suffix": "", "institution": "Stanford University", "department": "" } ], "date_submitted": null, "date_accepted": null, "date_published": "2019-01-01T18:00:00Z", "render_galley": null, "galleys": [ { "label": "PDF", "type": "pdf", "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/28489/galley/18360/download/" } ] }