style_change_detection

ds = tfds.load('huggingface:style_change_detection/narrow')

The goal of the style change detection task is to identify text positions within a given multi-author document at which the author switches. Detecting these positions is a crucial part of the authorship identification process, and for multi-author document analysis in general.

Access to the dataset needs to be requested from zenodo.

{
    "id": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "text": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "authors": {
        "dtype": "int32",
        "id": null,
        "_type": "Value"
    },
    "structure": {
        "feature": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    },
    "site": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "multi-author": {
        "dtype": "bool",
        "id": null,
        "_type": "Value"
    },
    "changes": {
        "feature": {
            "dtype": "bool",
            "id": null,
            "_type": "Value"
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}

ds = tfds.load('huggingface:style_change_detection/wide')

The goal of the style change detection task is to identify text positions within a given multi-author document at which the author switches. Detecting these positions is a crucial part of the authorship identification process, and for multi-author document analysis in general.

Access to the dataset needs to be requested from zenodo.

{
    "id": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "text": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "authors": {
        "dtype": "int32",
        "id": null,
        "_type": "Value"
    },
    "structure": {
        "feature": {
            "dtype": "string",
            "id": null,
            "_type": "Value"
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    },
    "site": {
        "dtype": "string",
        "id": null,
        "_type": "Value"
    },
    "multi-author": {
        "dtype": "bool",
        "id": null,
        "_type": "Value"
    },
    "changes": {
        "feature": {
            "dtype": "bool",
            "id": null,
            "_type": "Value"
        },
        "length": -1,
        "id": null,
        "_type": "Sequence"
    }
}