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{
    "pk": 26956,
    "title": "Assessing the Linguistic Productivity of Unsupervised Deep Neural Networks",
    "subtitle": null,
    "abstract": "Increasingly, cognitive scientists have demonstrated interest inapplying tools from deep learning. One use for deep learning isin language acquisition where it is useful to know if a linguisticphenomenon can be learned through domain-general means.To assess whether unsupervised deep learning is appropriate,we first pose a smaller question: Can unsupervised neural net-works apply linguistic rules productively, using them in novelsituations? We draw from the literature on determiner/nounproductivity by training an unsupervised, autoencoder networkmeasuring its ability to combine nouns with determiners. Oursimple autoencoder creates combinations it has not previouslyencountered and produces a degree of overlap matching adults.While this preliminary work does not provide conclusive evi-dence for productivity, it warrants further investigation withmore complex models. Further, this work helps lay the foun-dations for future collaboration between the deep learning andcognitive science communities.",
    "language": "eng",
    "license": {
        "name": "",
        "short_name": "",
        "text": null,
        "url": ""
    },
    "keywords": [
        {
            "word": "Deep Learning; Language Acquisition; LinguisticProductivity; Unsupervised Learning; Determiners"
        }
    ],
    "section": "Talks: Papers",
    "is_remote": true,
    "remote_url": "https://escholarship.org/uc/item/72z2w2nd",
    "frozenauthors": [
        {
            "first_name": "Lawrence",
            "middle_name": "",
            "last_name": "Phillips",
            "name_suffix": "",
            "institution": "Pacific Northwest National Laboratory",
            "department": ""
        },
        {
            "first_name": "Nathan",
            "middle_name": "",
            "last_name": "Hodas",
            "name_suffix": "",
            "institution": "Pacific Northwest National Laboratory",
            "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/26956/galley/16592/download/"
        }
    ]
}