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{ "pk": 28837, "title": "A proverb is worth a thousand words:Learning to associate images with proverbs", "subtitle": null, "abstract": "We describe a system that can associate images with Englishproverbs. We start from a corpus of proverbs, harvest relatedimages from the web and use this data to train two variants ofa convolutional neural network. We then collect a small set ofannotations, and use these to combine the outputs of the twonetworks into a single prediction for each input image. Wecarry out feature selection experiments on a set of features de-rived from the images and from the predicted proverbs, anddemonstrate that the metaphoricity of the proverbs plays a sig-nificant role in classification accuracy. An empirical evalua-tion with human raters confirms the system’s ability to abstractfrom the raw bits in the images and to learn meaningful, non-trivial associations.", "language": "eng", "license": { "name": "", "short_name": "", "text": null, "url": "" }, "keywords": [], "section": "Papers with Poster Presentations", "is_remote": true, "remote_url": "https://escholarship.org/uc/item/5wj9v5f3", "frozenauthors": [ { "first_name": "G ̈ozde", "middle_name": "", "last_name": "Ozbal", "name_suffix": "", "institution": "FBK-Irst - Trento", "department": "" }, { "first_name": "Daniele", "middle_name": "", "last_name": "Pighin", "name_suffix": "", "institution": "Google Zurich", "department": "" }, { "first_name": "Carlo", "middle_name": "", "last_name": "Strapparava", "name_suffix": "", "institution": "FBK-Irst - Trento", "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/28837/galley/18708/download/" } ] }