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{ "pk": 27961, "title": "Word Learning as Category Formation", "subtitle": null, "abstract": "A fundamental question in word learning is how, given onlyevidence about what objects a word has previously referred to,children are able to generalize the total class (Smith & Medin,1981; Xu & Tenenbaum, 2007). E.g. how a child ends upknowing that ‘poodle’ only picks out a specific subset of dogsrather than the whole class and vice versa. The Na ̈ıve Gen-eralization Model (NGM) presented in this paper offers an ex-planation of word learning phenomena grounded in categoryformation (Smith & Medin, 1981) The NGM captures a rangeof relevant experimental findings (Xu & Tenenbaum, 2007;Spencer, Perone, Smith, & Samuelson, 2011), including thosewhich are in conflict with a Bayesian inference theory (Xu &Tenenbaum, 2007).", "language": "eng", "license": { "name": "", "short_name": "", "text": null, "url": "" }, "keywords": [ { "word": "Language Acquisition; Word Learning; Cognitive Modeling; Computational Linguistics" } ], "section": "Publication-based-Talks", "is_remote": true, "remote_url": "https://escholarship.org/uc/item/0v45q7cj", "frozenauthors": [ { "first_name": "Spencer", "middle_name": "", "last_name": "Caplan", "name_suffix": "", "institution": "UPenn", "department": "" } ], "date_submitted": null, "date_accepted": null, "date_published": "2018-01-01T18:00:00Z", "render_galley": null, "galleys": [ { "label": "PDF", "type": "pdf", "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/27961/galley/17599/download/" } ] }