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{ "pk": 28214, "title": "Bayesian Generalization of Emojis", "subtitle": null, "abstract": "We explore how attributes and relations contribute to generalization of a property across stimuli for ecologically validstimuli used often to communicate: emojis. We use the Bayesian Generalization Framework to model generalizationjudgments from given triplets of emojis to new triplets of emojis that share either a common relation, common attribute,both, or neither. Based on the model predictions, we conducted a behavioral experiment investigating the strength ofattributes and relations when generalizing across emojis. The model learned to use attributes or relations appropriately;however when given triplets that share both a common attribute and relation, it gave more weight to the common attributesthan human participants did. This suggests that people are strongly, but not completely, biased towards using relationswhen generalizing a novel property across triplets of emojis.", "language": "eng", "license": { "name": "", "short_name": "", "text": null, "url": "" }, "keywords": [], "section": "Abstracts-Posters", "is_remote": true, "remote_url": "https://escholarship.org/uc/item/6jk1w0v5", "frozenauthors": [ { "first_name": "Jacquiline", "middle_name": "", "last_name": "Erens", "name_suffix": "", "institution": "University of Wisconsin - Madison", "department": "" }, { "first_name": "Joseph", "middle_name": "", "last_name": "Austerweil", "name_suffix": "", "institution": "University of Wisconsin - Madison", "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/28214/galley/17873/download/" } ] }