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{
    "pk": 26217,
    "title": "A Recurrent Network Approach to Modeling Linguistic Interaction",
    "subtitle": null,
    "abstract": "What capacities enable linguistic interaction? While severalproposals have been advanced, little progress has been made incomparing and articulating them within an integrative frame-work. In this paper, we take initial steps towards a connec-tionist framework designed to systematically compare differ-ent cognitive models of social interactions. The frameworkwe propose couples two simple-recurrent network systems(Chang, 2002) to explore the computational underpinnings ofinteraction, and apply this modeling framework to predict thesemantic structure derived from transcripts of an experimen-tal joint decision task (Bahrami et al., 2010; Fusaroli et al.,2012). In an exploratory application of this framework, wefind (i) that the coupled network approach is capable of learn-ing from noisy naturalistic input but (ii) that integration of pro-duction and comprehension does not increase the network per-formance. We end by discussing the value of looking to tra-ditional parallel distributed processing as flexible models forexploring computational mechanisms of conversation.",
    "language": "eng",
    "license": {
        "name": "",
        "short_name": "",
        "text": null,
        "url": ""
    },
    "keywords": [
        {
            "word": "language; interaction; neural networks; produc-tion; comprehension"
        }
    ],
    "section": "Papers",
    "is_remote": true,
    "remote_url": "https://escholarship.org/uc/item/8dw7x2f2",
    "frozenauthors": [
        {
            "first_name": "Rick",
            "middle_name": "",
            "last_name": "Dale",
            "name_suffix": "",
            "institution": "University of California, Merced",
            "department": ""
        },
        {
            "first_name": "Riccardo",
            "middle_name": "",
            "last_name": "Fusaroli",
            "name_suffix": "",
            "institution": "Aarhus University",
            "department": ""
        },
        {
            "first_name": "Joanna",
            "middle_name": "",
            "last_name": "Ra ̧czaszek-Leonardi",
            "name_suffix": "",
            "institution": "Polish Academy of Sciences",
            "department": ""
        },
        {
            "first_name": "Morten",
            "middle_name": "H.",
            "last_name": "Christiansen",
            "name_suffix": "",
            "institution": "Cornell University",
            "department": ""
        }
    ],
    "date_submitted": null,
    "date_accepted": null,
    "date_published": "2016-01-01T18:00:00Z",
    "render_galley": null,
    "galleys": [
        {
            "label": "PDF",
            "type": "pdf",
            "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/26217/galley/15853/download/"
        }
    ]
}