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{
    "pk": 30157,
    "title": "Do Models Capture Individuals?Evaluating Parameterized Models for Syllogistic Reasoning",
    "subtitle": null,
    "abstract": "The prevailing focus on aggregated data and the lacking group-to-individual generalizability it entails have recently been iden-tified as a major cause for the low performance of cognitivemodels in the field of syllogistic reasoning research. This arti-cle attempts to add to the discussion about the performance ofcurrent syllogistic reasoning models by considering the param-eterization capabilities some cognitive models offer. To thisend, we propose a model evaluation setting targeted specifi-cally toward analyzing the capabilities of a model to fine-tuneits inferential mechanisms to individual human reasoning data.This allows us to (1) quantify the degree to which models areable to capture individual human reasoning behavior, (2) ana-lyze the efficiency of the parameters used by models, and (3)examine the functional differences between the prediction ca-pabilities of competing models on a more detailed level. Weapply this method to two state-of-the-art models for syllogisticreasoning, mReasoner and the Probability Heuristics Model,analyze the obtained results and discuss their implication withrespect to the general field of cognitive modeling.",
    "language": "eng",
    "license": {
        "name": "",
        "short_name": "",
        "text": null,
        "url": ""
    },
    "keywords": [
        {
            "word": "cognitive modeling; syllogistic reasoning; mentalmodels; probabilistic heuristics model; individualization"
        }
    ],
    "section": "Papers accepted as Posters, appearing in proceedings only",
    "is_remote": true,
    "remote_url": "https://escholarship.org/uc/item/2wt392tj",
    "frozenauthors": [
        {
            "first_name": "Nicolas",
            "middle_name": "",
            "last_name": "Riesterer",
            "name_suffix": "",
            "institution": "University of Freiburg",
            "department": ""
        },
        {
            "first_name": "Daniel",
            "middle_name": "",
            "last_name": "Brand",
            "name_suffix": "",
            "institution": "University of Freiburg",
            "department": ""
        },
        {
            "first_name": "Marco",
            "middle_name": "",
            "last_name": "Ragni",
            "name_suffix": "",
            "institution": "University of Freiburg",
            "department": ""
        }
    ],
    "date_submitted": null,
    "date_accepted": null,
    "date_published": "2020-01-01T18:00:00Z",
    "render_galley": null,
    "galleys": [
        {
            "label": "PDF",
            "type": "pdf",
            "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/30157/galley/20011/download/"
        }
    ]
}