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{
    "pk": 25576,
    "title": "Hierarchical Reasoning with Distributed Vector Representations",
    "subtitle": null,
    "abstract": "We demonstrate that distributed vector representations are capable\nof hierarchical reasoning by summing sets of vectors representing\nhyponyms (subordinate concepts) to yield a vector\nthat resembles the associated hypernym (superordinate concept).\nThese distributed vector representations constitute a potentially\nneurally plausible model while demonstrating a high\nlevel of performance in many different cognitive tasks. Experiments\nwere run using DVRS, a word embedding system\ndesigned for the Sigma cognitive architecture, and Word2Vec,\na state-of-the-art word embedding system. These results contribute\nto a growing body of work demonstrating the various\ntasks on which distributed vector representations perform competently.",
    "language": "eng",
    "license": {
        "name": "",
        "short_name": "",
        "text": null,
        "url": ""
    },
    "keywords": [
        {
            "word": "hierarchical reasoning; word embeddings; language\nmodeling; concepts; distributed representations"
        }
    ],
    "section": "Papers",
    "is_remote": true,
    "remote_url": "https://escholarship.org/uc/item/47s3m5h0",
    "frozenauthors": [
        {
            "first_name": "Cody",
            "middle_name": "",
            "last_name": "Kommers",
            "name_suffix": "",
            "institution": "University of California, Los Angeles",
            "department": ""
        },
        {
            "first_name": "Volkan",
            "middle_name": "",
            "last_name": "Ustun",
            "name_suffix": "",
            "institution": "University of Southern California",
            "department": ""
        },
        {
            "first_name": "Abram",
            "middle_name": "",
            "last_name": "Demski",
            "name_suffix": "",
            "institution": "University of Southern California",
            "department": ""
        },
        {
            "first_name": "Paul",
            "middle_name": "",
            "last_name": "Rosenbloom",
            "name_suffix": "",
            "institution": "University of Southern California",
            "department": ""
        }
    ],
    "date_submitted": null,
    "date_accepted": null,
    "date_published": "2015-01-01T18:00:00Z",
    "render_galley": null,
    "galleys": [
        {
            "label": "PDF",
            "type": "pdf",
            "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/25576/galley/15200/download/"
        }
    ]
}