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{
    "pk": 32354,
    "title": "Building Lexical Representations Dynamically Using Artificial Neural Networks",
    "subtitle": null,
    "abstract": "The topic of this paper is the development of dynamic lexical representations using artificial neural networks. In previous work on connectionist natural language processing a lot of approaches have experimented with manually encoded lexicon representations for words. However from a cognitive point of view as well as an engineering point of view it is difficult to find appropriate representations for the lexicon entries for a given task. In this context, this paper explores the use of building word representations during a training process for a particular task. Using simple recurrent networks, principal component analysis and hierarchical clustering we show how lexical representations can be formed dynamically, especially for neural network modules in large, real-world, computational speech-language modeIs.",
    "language": "eng",
    "license": {
        "name": "",
        "short_name": "",
        "text": null,
        "url": ""
    },
    "keywords": [],
    "section": "Long Papers",
    "is_remote": true,
    "remote_url": "https://escholarship.org/uc/item/2b8363cw",
    "frozenauthors": [
        {
            "first_name": "Stefan",
            "middle_name": "",
            "last_name": "Wermter",
            "name_suffix": "",
            "institution": "Laboratoire de la Physiologie de la Perception et de l'Action, College de France/CNRS",
            "department": ""
        },
        {
            "first_name": "Manuela",
            "middle_name": "",
            "last_name": "Meurer",
            "name_suffix": "",
            "institution": "UCLA Psychology Department",
            "department": ""
        }
    ],
    "date_submitted": null,
    "date_accepted": null,
    "date_published": "1997-01-01T10:00:00-08:00",
    "render_galley": null,
    "galleys": [
        {
            "label": "PDF",
            "type": "pdf",
            "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/32354/galley/23419/download/"
        }
    ]
}