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<?xml version="1.0" encoding="utf-8" ?> |
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<office:document-content |
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xmlns:office="urn:oasis:names:tc:opendocument: |
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xmlns:office:1.0" |
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xmlns:style="urn:oasis:names:tc:opendocument: |
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xmlns:style:1.0" |
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xmlns:text="urn:oasis:names:tc:opendocument: |
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xmlns:text:1.0" |
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xmlns:table="urn:oasis:names:tc:opendocument: |
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xmlns:table:1.0" |
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xmlns:draw="urn:oasis:names:tc:opendocument: |
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xmlns:drawing:1.0" |
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xmlns:fo="urn:oasis:names:tc:opendocument: |
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xmlns:xsl-fo-compatible:1.0" |
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xmlns:xlink="http://www.w3.org/1999/xlink" |
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xmlns:dc="http://purl.org/dc/elements/1.1/" |
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xmlns:meta="urn:oasis:names:tc:opendocument: |
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xmlns:meta:1.0" |
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xmlns:number="urn:oasis:names:tc:opendocument: |
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xmlns:datastyle:1.0" |
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xmlns:svg="urn:oasis:names:tc:opendocument: |
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xmlns:svg-compatible:1.0" |
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xmlns:chart="urn:oasis:names:tc:opendocument: |
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xmlns:chart:1.0" |
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xmlns:dr3d="urn:oasis:names:tc:opendocument: |
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xmlns:dr3d:1.0" |
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xmlns:math="http://www.w3.org/1998/Math/MathML" |
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xmlns:form="urn:oasis:names:tc:opendocument: |
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xmlns:form:1.0" |
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xmlns:script="urn:oasis:names:tc:opendocument: |
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xmlns:script:1.0" |
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xmlns:ooo="http://openoffice.org/2004/office" |
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xmlns:ooow="http://openoffice.org/2004/writer" |
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xmlns:oooc="http://openoffice.org/2004/calc" |
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xmlns:dom="http://www.w3.org/2001/xml-events" |
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xmlns:xforms="http://www.w3.org/2002/xforms" |
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xmlns:xsd="http://www.w3.org/2001/XMLSchema" |
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xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" office:version="1.2"> |
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</office:font-face-decls> |
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<style:style style:name="T1" style:family="text"> |
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<style:text-properties fo:font-weight="bold" style:font-weight-asian="bold" style:font-weight-complex="bold" /> |
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</style:style> |
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<style:style style:name="T2" style:family="text"> |
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<style:text-properties fo:font-style="italic" style:font-style-asian="italic" style:font-style-complex="italic" /> |
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</style:style> |
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<style:style style:name="T3" style:family="text"> |
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<style:text-properties fo:font-style="italic" fo:font-weight="bold" style:font-style-asian="italic" style:font-style-complex="italic" style:font-weight-asian="bold" style:font-weight-complex="bold" /> |
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</style:style> |
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<style:style style:name="fr2" style:family="graphic" style:parent-style-name="Formula"> |
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<style:graphic-properties style:vertical-pos="middle" style:vertical-rel="text" style:horizontal-pos="center" style:horizontal-rel="paragraph-content" style:wrap="none" /> |
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</style:style> |
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<style:style style:name="fr1" style:family="graphic" style:parent-style-name="Formula"> |
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<style:graphic-properties style:vertical-pos="middle" style:vertical-rel="text" /> |
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</style:style> |
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<style:style style:name="P1" style:family="paragraph" style:parent-style-name="Text_20_body" style:list-style-name="L1"> |
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<style:paragraph-properties fo:margin-top="0in" fo:margin-bottom="0in" /> |
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<style:style style:name="P2" style:family="paragraph" style:parent-style-name="Text_20_body" style:list-style-name="L2"> |
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<style:paragraph-properties fo:margin-top="0in" fo:margin-bottom="0in" /> |
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<style:paragraph-properties fo:margin-top="0in" fo:margin-bottom="0in" /> |
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</style:style> |
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<style:style style:name="P4" style:family="paragraph" style:parent-style-name="Text_20_body" style:list-style-name="L4"> |
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<style:style style:name="P5" style:family="paragraph" style:parent-style-name="Text_20_body" style:list-style-name="L5"> |
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</style:style> |
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<style:style style:name="P6" style:family="paragraph" style:parent-style-name="Text_20_body" style:list-style-name="L6"> |
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<style:paragraph-properties fo:margin-top="0in" fo:margin-bottom="0in" /> |
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</style:style> |
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<style:style style:name="P7" style:family="paragraph" style:parent-style-name="Text_20_body" style:list-style-name="L7"> |
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<style:paragraph-properties fo:margin-top="0in" fo:margin-bottom="0in" /> |
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</style:style> |
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<style:style style:name="P8" style:family="paragraph" style:parent-style-name="Text_20_body" style:list-style-name="L8"> |
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<style:paragraph-properties fo:margin-top="0in" fo:margin-bottom="0in" /> |
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</style:style> |
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<style:style style:name="P9" style:family="paragraph" style:parent-style-name="Text_20_body" style:list-style-name="L9"> |
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<style:paragraph-properties fo:margin-top="0in" fo:margin-bottom="0in" /> |
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</style:style> |
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<style:style style:name="P10" style:family="paragraph" style:parent-style-name="Text_20_body" style:list-style-name="L10"> |
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<style:paragraph-properties fo:margin-top="0in" fo:margin-bottom="0in" /> |
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</style:style> |
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</office:automatic-styles> |
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<office:body> |
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<office:text> |
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<text:p text:style-name="Title">HTML Charset</text:p> |
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<text:h text:style-name="Heading_20_1" text:outline-level="1"> |
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<text:bookmark-start text:name="model-name" />Model |
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Name |
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<text:bookmark-end text:name="model-name" /> |
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</text:h> |
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<text:p text:style-name="First_20_paragraph"></text:p> |
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<text:p text:style-name="Text_20_body"> |
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<text:span text:style-name="T1">Section |
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Overview:</text:span> Provide the model name and a 1-2 sentence summary |
|
of what the model is. |
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</text:p> |
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<text:p text:style-name="Text_20_body"></text:p> |
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<text:p text:style-name="Text_20_body"> |
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<text:span text:style-name="Source_Text">model_id</text:span> |
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</text:p> |
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<text:p text:style-name="Text_20_body"></text:p> |
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<text:p text:style-name="Text_20_body"> |
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<text:span text:style-name="Source_Text">model_summary</text:span> |
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</text:p> |
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<text:p text:style-name="Text_20_body"></text:p> |
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<text:h text:style-name="Heading_20_1" text:outline-level="1"> |
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<text:bookmark-start text:name="table-of-contents" /> Table |
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of Contents |
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<text:bookmark-end text:name="table-of-contents" /> |
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</text:h> |
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<text:p text:style-name="First_20_paragraph"></text:p> |
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<text:p text:style-name="Text_20_body"> |
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<text:span text:style-name="T1">Section |
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Overview:</text:span> This section addresses questions around how the |
|
model is intended to be used in different applied contexts, discusses |
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the foreseeable users of the model (including those affected by the |
|
model), and describes uses that are considered out of scope or misuse of |
|
the model. Note this section is not intended to include the license |
|
usage details. For that, link directly to the license. |
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</text:p> |
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<text:p text:style-name="Text_20_body"></text:p> |
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<text:h text:style-name="Heading_20_1" text:outline-level="1"> |
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<text:bookmark-start text:name="model-details" /> Model |
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Details |
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<text:bookmark-end text:name="model-details" /> |
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</text:h> |
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<text:p text:style-name="First_20_paragraph"></text:p> |
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<text:p text:style-name="Text_20_body"> |
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<text:span text:style-name="T1">Section |
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Overview:</text:span> This section provides basic information about what |
|
the model is, its current status, where it came from. It should be |
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useful for anyone who wants to reference the model. |
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</text:p> |
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<text:p text:style-name="Text_20_body"></text:p> |
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<text:h text:style-name="Heading_20_2" text:outline-level="2"> |
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<text:bookmark-start text:name="section" /> |
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<text:line-break /> |
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<text:bookmark-end text:name="section" /> |
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</text:h> |
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<text:h text:style-name="Heading_20_2" text:outline-level="2"> |
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<text:bookmark-start text:name="model-description" /> Model |
|
Description |
|
<text:bookmark-end text:name="model-description" /> |
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</text:h> |
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<text:p text:style-name="First_20_paragraph"></text:p> |
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<text:p text:style-name="Text_20_body"> |
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<text:span text:style-name="Source_Text">model_description</text:span> |
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</text:p> |
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<text:p text:style-name="Text_20_body"></text:p> |
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<text:p text:style-name="Text_20_body"> |
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<text:span text:style-name="T2">Provide |
|
details about the model. This includes the architecture, version, if it |
|
was introduced in a paper, if an implementation is available, and the |
|
creators. Any copyright should be attributed here. General information |
|
about training procedures, parameters, important disclaimers can also be |
|
mentioned in this section.</text:span> |
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</text:p> |
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<text:p text:style-name="Text_20_body"></text:p> |
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<text:list text:style-name="L1"> |
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<text:list-item> |
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<text:p text:style-name="P1"> |
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<text:span text:style-name="T1">Developed |
|
by:</text:span> |
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<text:span text:style-name="Source_Text">developers</text:span> |
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</text:p> |
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</text:list-item> |
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</text:list> |
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<text:p text:style-name="First_20_paragraph"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="T2">List |
|
(and ideally link to) the people who built the |
|
model.</text:span> |
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</text:p> |
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<text:p text:style-name="Text_20_body"></text:p> |
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<text:list text:style-name="L2"> |
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<text:list-item> |
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<text:p text:style-name="P2"> |
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<text:span text:style-name="T1">Funded |
|
by:</text:span> |
|
<text:span text:style-name="Source_Text">funded_by</text:span> |
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</text:p> |
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</text:list-item> |
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</text:list> |
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<text:p text:style-name="First_20_paragraph"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="T2">List |
|
(and ideally link to) the funding sources that financially, |
|
computationally, or otherwise supported or enabled this |
|
model.</text:span> |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
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<text:list text:style-name="L3"> |
|
<text:list-item> |
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<text:p text:style-name="P3"> |
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<text:span text:style-name="T1">Shared |
|
by [optional]:</text:span> |
|
<text:span text:style-name="Source_Text">shared_by</text:span> |
|
</text:p> |
|
</text:list-item> |
|
</text:list> |
|
<text:p text:style-name="First_20_paragraph"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="T2">List |
|
(and ideally link to) the people/organization making the model available |
|
online.</text:span> |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:list text:style-name="L4"> |
|
<text:list-item> |
|
<text:p text:style-name="P4"> |
|
<text:span text:style-name="T1">Model |
|
type:</text:span> |
|
<text:span text:style-name="Source_Text">model_type</text:span> |
|
</text:p> |
|
</text:list-item> |
|
</text:list> |
|
<text:p text:style-name="First_20_paragraph"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="T2">You |
|
can name the “type” as:</text:span> |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="T2">1. |
|
Supervision/Learning Method</text:span> |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="T2">2. |
|
Machine Learning Type</text:span> |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="T2">3. |
|
Modality</text:span> |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:list text:style-name="L5"> |
|
<text:list-item> |
|
<text:p text:style-name="P5"> |
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<text:span text:style-name="T1">Language(s)</text:span> |
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[NLP]: |
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<text:span text:style-name="Source_Text">language</text:span> |
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</text:p> |
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</text:list-item> |
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</text:list> |
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<text:p text:style-name="First_20_paragraph"></text:p> |
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<text:p text:style-name="Text_20_body"> |
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<text:span text:style-name="T2">Use |
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this field when the system uses or processes natural (human) |
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language..</text:span> |
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</text:p> |
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<text:p text:style-name="Text_20_body"></text:p> |
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<text:list text:style-name="L6"> |
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<text:list-item> |
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<text:p text:style-name="P6"> |
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<text:span text:style-name="T1">License:</text:span> |
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<text:span text:style-name="Source_Text">license</text:span> |
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</text:p> |
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</text:list-item> |
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</text:list> |
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<text:p text:style-name="First_20_paragraph"></text:p> |
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<text:p text:style-name="Text_20_body"> |
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<text:span text:style-name="T2">Name |
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and link to the license being used.</text:span> |
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</text:p> |
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<text:p text:style-name="Text_20_body"></text:p> |
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<text:list text:style-name="L7"> |
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<text:list-item> |
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<text:p text:style-name="P7"> |
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<text:span text:style-name="T1">Finetuned |
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From Model [optional]:</text:span> |
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<text:span text:style-name="Source_Text">base_model</text:span> |
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</text:p> |
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</text:list-item> |
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</text:list> |
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<text:p text:style-name="First_20_paragraph"></text:p> |
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<text:p text:style-name="Text_20_body"> |
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<text:span text:style-name="T2">** |
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this model has another model as its base, link to that model |
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here.</text:span> |
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</text:p> |
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<text:p text:style-name="Text_20_body"></text:p> |
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<text:h text:style-name="Heading_20_2" text:outline-level="2"> |
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<text:bookmark-start text:name="section-1" /> |
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<text:line-break /> |
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<text:bookmark-end text:name="section-1" /> |
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</text:h> |
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<text:h text:style-name="Heading_20_2" text:outline-level="2"> |
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<text:bookmark-start text:name="model-sources-optional" /> Model |
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Sources |
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optional |
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<text:bookmark-end text:name="model-sources-optional" /> |
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</text:h> |
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<text:p text:style-name="First_20_paragraph"></text:p> |
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<text:list text:style-name="L8"> |
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<text:list-item> |
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<text:p text:style-name="P8"> |
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<text:span text:style-name="T1">Repository:</text:span> |
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<text:span text:style-name="Source_Text">repo</text:span> |
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</text:p> |
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</text:list-item> |
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<text:list-item> |
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<text:p text:style-name="P8"></text:p> |
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</text:list-item> |
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<text:list-item> |
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<text:p text:style-name="P8"> |
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<text:span text:style-name="T1">Paper |
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[optional]:</text:span> |
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<text:span text:style-name="Source_Text">paper</text:span> |
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</text:p> |
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</text:list-item> |
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<text:list-item> |
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<text:p text:style-name="P8"></text:p> |
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</text:list-item> |
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<text:list-item> |
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<text:p text:style-name="P8"> |
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<text:span text:style-name="T1">Demo |
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[optional]:</text:span> |
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<text:span text:style-name="Source_Text">demo</text:span> |
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</text:p> |
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</text:list-item> |
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</text:list> |
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<text:p text:style-name="First_20_paragraph"></text:p> |
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<text:p text:style-name="Text_20_body"> |
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<text:span text:style-name="T2">Provide |
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sources for the user to see the model and its details. Additional kinds |
|
of resources – training logs, lessons learned, etc. – belong in the |
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</text:span> |
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<text:a xlink:type="simple" xlink:href="https://huggingface.co/docs/hub/en/model-card-annotated#more-information-optional" office:name=""> |
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<text:span text:style-name="Definition"> |
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<text:span text:style-name="T2">More |
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Information</text:span> |
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</text:span> |
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</text:a> |
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<text:span text:style-name="T2"> |
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section. If you include one thing for this section, link to the |
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repository.</text:span> |
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</text:p> |
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<text:p text:style-name="Text_20_body"></text:p> |
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<text:h text:style-name="Heading_20_1" text:outline-level="1"> |
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<text:bookmark-start text:name="uses" /> Uses |
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<text:bookmark-end text:name="uses" /> |
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</text:h> |
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<text:p text:style-name="First_20_paragraph"></text:p> |
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<text:p text:style-name="Text_20_body"> |
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<text:span text:style-name="T1">Section |
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Overview:</text:span> questions around how the model is intended to be |
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used in different applied contexts, discusses the foreseeable users of |
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the model (including those ... by the model). intended to include the |
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license usage details. For that, link directly to the license. |
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</text:p> |
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<text:p text:style-name="Text_20_body"></text:p> |
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<text:h text:style-name="Heading_20_2" text:outline-level="2"> |
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<text:bookmark-start text:name="section-2" /> |
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<text:line-break /> |
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<text:bookmark-end text:name="section-2" /> |
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</text:h> |
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<text:h text:style-name="Heading_20_2" text:outline-level="2"> |
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<text:bookmark-start text:name="direct-use" /> Direct |
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Use |
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<text:bookmark-end text:name="direct-use" /> |
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</text:h> |
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<text:p text:style-name="First_20_paragraph"></text:p> |
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<text:p text:style-name="Text_20_body"> |
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<text:span text:style-name="Source_Text">direct_use</text:span> |
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</text:p> |
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<text:p text:style-name="Text_20_body"></text:p> |
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<text:p text:style-name="Text_20_body"> |
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<text:span text:style-name="T2">Explain |
|
how the model can be used without fine-tuning, post-processing, or |
|
plugging into a pipeline. An example code snippet is |
|
recommended.</text:span> |
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</text:p> |
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<text:p text:style-name="Text_20_body"></text:p> |
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<text:h text:style-name="Heading_20_2" text:outline-level="2"> |
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<text:bookmark-start text:name="section-3" /> |
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<text:line-break /> |
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<text:bookmark-end text:name="section-3" /> |
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</text:h> |
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<text:h text:style-name="Heading_20_2" text:outline-level="2"> |
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<text:bookmark-start text:name="downstream-use-optional" /> Downstream |
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Use |
|
optional |
|
<text:bookmark-end text:name="downstream-use-optional" /> |
|
</text:h> |
|
<text:p text:style-name="First_20_paragraph"></text:p> |
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<text:p text:style-name="Text_20_body"> |
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<text:span text:style-name="Source_Text">downstream_use</text:span> |
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</text:p> |
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<text:p text:style-name="Text_20_body"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="T2">Explain |
|
how this model can be used and fine-tuned for a task or when plugged |
|
into a larger ecosystem or app. An example code snippet is |
|
recommended.</text:span> |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:h text:style-name="Heading_20_2" text:outline-level="2"> |
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<text:bookmark-start text:name="section-4" /> |
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<text:line-break /> |
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<text:bookmark-end text:name="section-4" /> |
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</text:h> |
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<text:h text:style-name="Heading_20_2" text:outline-level="2"> |
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<text:bookmark-start text:name="out-of-scope-use" /> Out-of-Scope |
|
Use |
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<text:bookmark-end text:name="out-of-scope-use" /> |
|
</text:h> |
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<text:p text:style-name="First_20_paragraph"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="Source_Text">out_of_scope_use</text:span> |
|
</text:p> |
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<text:p text:style-name="Text_20_body"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="T2">List |
|
how the model may foreseeably be misused (used in a way it will not work |
|
for) and address what users ought not do with the |
|
model.</text:span> |
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</text:p> |
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<text:p text:style-name="Text_20_body"></text:p> |
|
<text:h text:style-name="Heading_20_1" text:outline-level="1"> |
|
<text:bookmark-start text:name="bias-risks-and-limitations" /> Bias, |
|
Risks, and |
|
Limitations |
|
<text:bookmark-end text:name="bias-risks-and-limitations" /> |
|
</text:h> |
|
<text:p text:style-name="First_20_paragraph"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="T1">Section |
|
Overview:</text:span> This section identifies harms, misunderstandings, |
|
and technical and sociotechnical limitations. It also provides potential |
|
mitigations. Bias, risks, and limitations can sometimes be |
|
inseparable/refer to the same issues. Generally, bias and risks are |
|
sociotechnical, while limitations are technical: |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:list text:style-name="L9"> |
|
<text:list-item> |
|
<text:p text:style-name="P9">A |
|
|
|
<text:span text:style-name="T1">bias</text:span> is a stereotype or |
|
disproportionate performance (skew) for some |
|
subpopulations. |
|
</text:p> |
|
</text:list-item> |
|
<text:list-item> |
|
<text:p text:style-name="P9"></text:p> |
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</text:list-item> |
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<text:list-item> |
|
<text:p text:style-name="P9">A |
|
|
|
<text:span text:style-name="T1">risk</text:span> is a |
|
socially-sensitive issue that the model might cause. |
|
</text:p> |
|
</text:list-item> |
|
<text:list-item> |
|
<text:p text:style-name="P9"></text:p> |
|
</text:list-item> |
|
<text:list-item> |
|
<text:p text:style-name="P9">A |
|
|
|
<text:span text:style-name="T1">limitation</text:span> is a likely |
|
failure to be addressed following the listed |
|
Recommendations. |
|
</text:p> |
|
</text:list-item> |
|
</text:list> |
|
<text:p text:style-name="First_20_paragraph"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
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<text:span text:style-name="Source_Text">bias_risks_limitations</text:span> |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="T2">What |
|
are the known or foreseeable issues stemming from this |
|
model?</text:span> |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:h text:style-name="Heading_20_2" text:outline-level="2"> |
|
<text:bookmark-start text:name="section-5" /> |
|
<text:line-break /> |
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<text:bookmark-end text:name="section-5" /> |
|
</text:h> |
|
<text:h text:style-name="Heading_20_2" text:outline-level="2"> |
|
<text:bookmark-start text:name="recommendations" /> Recommendations |
|
<text:bookmark-end text:name="recommendations" /> |
|
</text:h> |
|
<text:p text:style-name="First_20_paragraph"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="Source_Text">bias_recommendations</text:span> |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="T2">What |
|
are recommendations with respect to the foreseeable issues? This can |
|
include everything from “downsample your image” to filtering explicit |
|
content..</text:span> |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:h text:style-name="Heading_20_1" text:outline-level="1"> |
|
<text:bookmark-start text:name="training-details" /> Training |
|
Details |
|
<text:bookmark-end text:name="training-details" /> |
|
</text:h> |
|
<text:p text:style-name="First_20_paragraph"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="T1">Section |
|
Overview:</text:span> This section provides information to describe and |
|
replicate training, including the training data, the speed and size of |
|
training elements, and the environmental impact of training. |
|
|
|
<text:a xlink:type="simple" xlink:href="https://huggingface.co/docs/hub/en/model-card-annotated#technical-specifications-optional" office:name=""> |
|
<text:span text:style-name="Definition">Technical |
|
Specifications</text:span> |
|
</text:a> as well, and content here should |
|
link to that section when it is relevant to the training procedure. |
|
useful for people who want to learn more about the model inputs |
|
training footprint. for anyone who wants to know the basics of what the |
|
model is learning. |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:h text:style-name="Heading_20_2" text:outline-level="2"> |
|
<text:bookmark-start text:name="section-6" /> |
|
<text:line-break /> |
|
<text:bookmark-end text:name="section-6" /> |
|
</text:h> |
|
<text:h text:style-name="Heading_20_2" text:outline-level="2"> |
|
<text:bookmark-start text:name="training-data" /> Training |
|
Data |
|
<text:bookmark-end text:name="training-data" /> |
|
</text:h> |
|
<text:p text:style-name="First_20_paragraph"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="Source_Text">training_data</text:span> |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="T2">Write |
|
1-2 sentences related to data pre-processing or additional filtering |
|
</text:span> |
|
<text:a xlink:type="simple" xlink:href="https://huggingface.co/docs/hub/en/model-card-annotated#more-information-optional" office:name=""> |
|
<text:span text:style-name="Definition"> |
|
<text:span text:style-name="T2">More |
|
Information</text:span> |
|
</text:span> |
|
</text:a> |
|
<text:span text:style-name="T2">.</text:span> |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:h text:style-name="Heading_20_2" text:outline-level="2"> |
|
<text:bookmark-start text:name="section-7" /> |
|
<text:line-break /> |
|
<text:bookmark-end text:name="section-7" /> |
|
</text:h> |
|
<text:h text:style-name="Heading_20_2" text:outline-level="2"> |
|
<text:bookmark-start text:name="procedure-optional" /> |
|
Procedure |
|
optional |
|
<text:bookmark-end text:name="procedure-optional" /> |
|
</text:h> |
|
<text:p text:style-name="First_20_paragraph"></text:p> |
|
<text:h text:style-name="Heading_20_3" text:outline-level="3"> |
|
<text:bookmark-start text:name="section-8" /> |
|
<text:line-break /> |
|
<text:bookmark-end text:name="section-8" /> |
|
</text:h> |
|
<text:h text:style-name="Heading_20_3" text:outline-level="3"> |
|
<text:bookmark-start text:name="preprocessing" /> Preprocessing |
|
<text:bookmark-end text:name="preprocessing" /> |
|
</text:h> |
|
<text:p text:style-name="First_20_paragraph"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="Source_Text">preprocessing</text:span> |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="T2">Detail |
|
tokenization, resizing/rewriting (depending on the modality), |
|
etc.</text:span> |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:h text:style-name="Heading_20_3" text:outline-level="3"> |
|
<text:bookmark-start text:name="section-9" /> |
|
<text:line-break /> |
|
<text:bookmark-end text:name="section-9" /> |
|
</text:h> |
|
<text:h text:style-name="Heading_20_3" text:outline-level="3"> |
|
<text:bookmark-start text:name="speeds-sizes-times" /> Speeds, |
|
Sizes, |
|
Times |
|
<text:bookmark-end text:name="speeds-sizes-times" /> |
|
</text:h> |
|
<text:p text:style-name="First_20_paragraph"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="Source_Text">speeds_sizes_times</text:span> |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="T2">Detail |
|
throughput, start/end time, checkpoint sizes, etc.</text:span> |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:h text:style-name="Heading_20_1" text:outline-level="1"> |
|
<text:bookmark-start text:name="evaluation" /> Evaluation |
|
<text:bookmark-end text:name="evaluation" /> |
|
</text:h> |
|
<text:p text:style-name="First_20_paragraph"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="T1">Section |
|
Overview:</text:span> evaluation protocols. Target fairness metrics |
|
should be decided based on errors are more likely to be identified in |
|
light of the model use. specify model’s evaluation results in a |
|
structured way in the model card metadata. parsed and displayed in a |
|
widget on the model page. See |
|
|
|
<text:a xlink:type="simple" xlink:href="https://huggingface.co/docs/hub/model-cards#evaluation-results" office:name=""> |
|
<text:span text:style-name="Definition">https://huggingface.co/docs/hub/model-cards#evaluation-results</text:span> |
|
</text:a>. |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:h text:style-name="Heading_20_2" text:outline-level="2"> |
|
<text:bookmark-start text:name="section-10" /> |
|
<text:line-break /> |
|
<text:bookmark-end text:name="section-10" /> |
|
</text:h> |
|
<text:h text:style-name="Heading_20_2" text:outline-level="2"> |
|
<text:bookmark-start text:name="data-factors-metrics" /> |
|
Data, Factors & |
|
Metrics |
|
<text:bookmark-end text:name="data-factors-metrics" /> |
|
</text:h> |
|
<text:p text:style-name="First_20_paragraph"></text:p> |
|
<text:h text:style-name="Heading_20_3" text:outline-level="3"> |
|
<text:bookmark-start text:name="section-11" /> |
|
<text:line-break /> |
|
<text:bookmark-end text:name="section-11" /> |
|
</text:h> |
|
<text:h text:style-name="Heading_20_3" text:outline-level="3"> |
|
<text:bookmark-start text:name="testing-data" /> Testing |
|
Data |
|
<text:bookmark-end text:name="testing-data" /> |
|
</text:h> |
|
<text:p text:style-name="First_20_paragraph"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="Source_Text">testing_data</text:span> |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="T2">Ideally |
|
this links to a Dataset Card for testing data.</text:span> |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:h text:style-name="Heading_20_3" text:outline-level="3"> |
|
<text:bookmark-start text:name="section-12" /> |
|
<text:line-break /> |
|
<text:bookmark-end text:name="section-12" /> |
|
</text:h> |
|
<text:h text:style-name="Heading_20_3" text:outline-level="3"> |
|
<text:bookmark-start text:name="factors" /> Factors |
|
<text:bookmark-end text:name="factors" /> |
|
</text:h> |
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<text:p text:style-name="First_20_paragraph"></text:p> |
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<text:p text:style-name="Text_20_body"> |
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<text:span text:style-name="Source_Text">testing_factors</text:span> |
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</text:p> |
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<text:p text:style-name="Text_20_body"></text:p> |
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<text:p text:style-name="Text_20_body"> |
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<text:span text:style-name="T2">What |
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are the foreseeable circumstances that will influence how the model |
|
behaves? This includes domain and context, as well as population |
|
subgroups. Evaluation should ideally be |
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</text:span> |
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<text:span text:style-name="T3">disaggregated</text:span> |
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<text:span text:style-name="T2"> |
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across factors in order to uncover disparities in |
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performance.</text:span> |
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</text:p> |
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<text:p text:style-name="Text_20_body"></text:p> |
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<text:h text:style-name="Heading_20_3" text:outline-level="3"> |
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<text:bookmark-start text:name="section-13" /> |
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<text:line-break /> |
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<text:bookmark-end text:name="section-13" /> |
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</text:h> |
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<text:h text:style-name="Heading_20_3" text:outline-level="3"> |
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<text:bookmark-start text:name="metrics" /> Metrics |
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<text:bookmark-end text:name="metrics" /> |
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</text:h> |
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<text:p text:style-name="First_20_paragraph"></text:p> |
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<text:p text:style-name="Text_20_body"> |
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<text:span text:style-name="Source_Text">testing_metrics</text:span> |
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</text:p> |
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<text:p text:style-name="Text_20_body"></text:p> |
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<text:p text:style-name="Text_20_body"> |
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<text:span text:style-name="T2">metrics |
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for evaluation in light of tradeoffs between different |
|
errors?</text:span> |
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</text:p> |
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<text:p text:style-name="Text_20_body"></text:p> |
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<text:h text:style-name="Heading_20_2" text:outline-level="2"> |
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<text:bookmark-start text:name="section-14" /> |
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<text:line-break /> |
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<text:bookmark-end text:name="section-14" /> |
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</text:h> |
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<text:h text:style-name="Heading_20_2" text:outline-level="2"> |
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<text:bookmark-start text:name="results" /> Results |
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<text:bookmark-end text:name="results" /> |
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</text:h> |
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<text:p text:style-name="First_20_paragraph"></text:p> |
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<text:p text:style-name="Text_20_body"> |
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<text:span text:style-name="Source_Text">results</text:span> |
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</text:p> |
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<text:p text:style-name="Text_20_body"></text:p> |
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<text:p text:style-name="Text_20_body"> |
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<text:span text:style-name="T2">Results |
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based on the Factors and Metrics defined above.</text:span> |
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</text:p> |
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<text:p text:style-name="Text_20_body"></text:p> |
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<text:h text:style-name="Heading_20_3" text:outline-level="3"> |
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<text:bookmark-start text:name="section-15" /> |
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<text:line-break /> |
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<text:bookmark-end text:name="section-15" /> |
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</text:h> |
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<text:h text:style-name="Heading_20_3" text:outline-level="3"> |
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<text:bookmark-start text:name="summary" /> Summary |
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<text:bookmark-end text:name="summary" /> |
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</text:h> |
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<text:p text:style-name="First_20_paragraph"></text:p> |
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<text:p text:style-name="Text_20_body"> |
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<text:span text:style-name="Source_Text">results_summary</text:span> |
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</text:p> |
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<text:p text:style-name="Text_20_body"></text:p> |
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<text:p text:style-name="Text_20_body"> |
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<text:span text:style-name="T2">What |
|
do the results say? This can function as a kind of tl;dr for general |
|
audiences..</text:span> |
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</text:p> |
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<text:p text:style-name="Text_20_body"></text:p> |
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<text:h text:style-name="Heading_20_1" text:outline-level="1"> |
|
<text:bookmark-start text:name="model-examination-optional" /> Model |
|
Examination |
|
optional |
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<text:bookmark-end text:name="model-examination-optional" /> |
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</text:h> |
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<text:p text:style-name="First_20_paragraph"></text:p> |
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<text:p text:style-name="Text_20_body"> |
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<text:span text:style-name="T1">Section |
|
Overview:</text:span> examination |
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</text:p> |
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<text:p text:style-name="Text_20_body"></text:p> |
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<text:p text:style-name="Text_20_body"> |
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<text:span text:style-name="Source_Text">model_examination</text:span> |
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</text:p> |
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<text:p text:style-name="Text_20_body"></text:p> |
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<text:h text:style-name="Heading_20_1" text:outline-level="1"> |
|
<text:bookmark-start text:name="environmental-impact" /> Environmental |
|
Impact |
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<text:bookmark-end text:name="environmental-impact" /> |
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</text:h> |
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<text:p text:style-name="First_20_paragraph"></text:p> |
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<text:p text:style-name="Text_20_body"> |
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<text:span text:style-name="T1">Section |
|
Overview:</text:span> Summarizes the information necessary to calculate |
|
environmental impacts . |
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</text:p> |
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<text:p text:style-name="Text_20_body"></text:p> |
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<text:list text:style-name="L10"> |
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<text:list-item> |
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<text:p text:style-name="P10"> |
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<text:span text:style-name="T1">Hardware |
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Type:</text:span> |
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<text:span text:style-name="Source_Text">hardware_type</text:span> |
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</text:p> |
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</text:list-item> |
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<text:list-item> |
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<text:p text:style-name="P10"></text:p> |
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</text:list-item> |
|
<text:list-item> |
|
<text:p text:style-name="P10"> |
|
<text:span text:style-name="T1">Hours |
|
used:</text:span> |
|
<text:span text:style-name="Source_Text">hours_used</text:span> |
|
</text:p> |
|
</text:list-item> |
|
<text:list-item> |
|
<text:p text:style-name="P10"></text:p> |
|
</text:list-item> |
|
<text:list-item> |
|
<text:p text:style-name="P10"> |
|
<text:span text:style-name="T1">Cloud |
|
Provider:</text:span> |
|
<text:span text:style-name="Source_Text">cloud_provider</text:span> |
|
</text:p> |
|
</text:list-item> |
|
<text:list-item> |
|
<text:p text:style-name="P10"></text:p> |
|
</text:list-item> |
|
<text:list-item> |
|
<text:p text:style-name="P10"> |
|
<text:span text:style-name="T1">Compute |
|
Region:</text:span> |
|
<text:span text:style-name="Source_Text">cloud_region</text:span> |
|
</text:p> |
|
</text:list-item> |
|
<text:list-item> |
|
<text:p text:style-name="P10"></text:p> |
|
</text:list-item> |
|
<text:list-item> |
|
<text:p text:style-name="P10"> |
|
<text:span text:style-name="T1">Carbon |
|
Emitted:</text:span> |
|
<text:span text:style-name="Source_Text">co2_emitted</text:span> |
|
</text:p> |
|
</text:list-item> |
|
</text:list> |
|
<text:p text:style-name="First_20_paragraph"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="T2">Carbon |
|
emissions can be estimated using the |
|
</text:span> |
|
<text:a xlink:type="simple" xlink:href="https://mlco2.github.io/impact#compute" office:name=""> |
|
<text:span text:style-name="Definition"> |
|
<text:span text:style-name="T2">Machine |
|
Learning Impact |
|
calculator</text:span> |
|
</text:span> |
|
</text:a> |
|
<text:span text:style-name="T2"> |
|
presented in |
|
</text:span> |
|
<text:a xlink:type="simple" xlink:href="https://arxiv.org/abs/1910.09700" office:name=""> |
|
<text:span text:style-name="Definition"> |
|
<text:span text:style-name="T2">source</text:span> |
|
</text:span> |
|
</text:a> |
|
<text:span text:style-name="T2">.</text:span> |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:h text:style-name="Heading_20_1" text:outline-level="1"> |
|
<text:bookmark-start text:name="technical-specifications-optional" /> Technical |
|
Specifications |
|
optional |
|
<text:bookmark-end text:name="technical-specifications-optional" /> |
|
</text:h> |
|
<text:p text:style-name="First_20_paragraph"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="T1">Section |
|
Overview:</text:span> This section includes details about the model |
|
architecture, and the compute infrastructure. |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:h text:style-name="Heading_20_2" text:outline-level="2"> |
|
<text:bookmark-start text:name="section-16" /> |
|
<text:line-break /> |
|
<text:bookmark-end text:name="section-16" /> |
|
</text:h> |
|
<text:h text:style-name="Heading_20_2" text:outline-level="2"> |
|
<text:bookmark-start text:name="model-architecture-and-objective" /> Model |
|
Architecture and |
|
Objective |
|
<text:bookmark-end text:name="model-architecture-and-objective" /> |
|
</text:h> |
|
<text:p text:style-name="First_20_paragraph"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="Source_Text">model_specs</text:span> |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:h text:style-name="Heading_20_2" text:outline-level="2"> |
|
<text:bookmark-start text:name="section-17" /> |
|
<text:line-break /> |
|
<text:bookmark-end text:name="section-17" /> |
|
</text:h> |
|
<text:h text:style-name="Heading_20_2" text:outline-level="2"> |
|
<text:bookmark-start text:name="compute-infrastructure" /> Compute |
|
Infrastructure |
|
<text:bookmark-end text:name="compute-infrastructure" /> |
|
</text:h> |
|
<text:p text:style-name="First_20_paragraph"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="Source_Text">compute_infrastructure</text:span> |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:h text:style-name="Heading_20_3" text:outline-level="3"> |
|
<text:bookmark-start text:name="section-18" /> |
|
<text:line-break /> |
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<text:bookmark-end text:name="section-18" /> |
|
</text:h> |
|
<text:h text:style-name="Heading_20_3" text:outline-level="3"> |
|
<text:bookmark-start text:name="hardware" /> Hardware |
|
<text:bookmark-end text:name="hardware" /> |
|
</text:h> |
|
<text:p text:style-name="First_20_paragraph"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="Source_Text">hardware_requirements</text:span> |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="T2">What |
|
are the minimum hardware requirements, e.g. processing, storage, and |
|
memory requirements?</text:span> |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:h text:style-name="Heading_20_3" text:outline-level="3"> |
|
<text:bookmark-start text:name="section-19" /> |
|
<text:line-break /> |
|
<text:bookmark-end text:name="section-19" /> |
|
</text:h> |
|
<text:h text:style-name="Heading_20_3" text:outline-level="3"> |
|
<text:bookmark-start text:name="software" /> Software |
|
<text:bookmark-end text:name="software" /> |
|
</text:h> |
|
<text:p text:style-name="First_20_paragraph"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="Source_Text">software</text:span> |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:h text:style-name="Heading_20_1" text:outline-level="1"> |
|
<text:bookmark-start text:name="optional" /> optional |
|
<text:bookmark-end text:name="optional" /> |
|
</text:h> |
|
<text:p text:style-name="First_20_paragraph"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="T1">Section |
|
Overview:</text:span> The developers’ preferred citation for this |
|
model. |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:h text:style-name="Heading_20_3" text:outline-level="3"> |
|
<text:bookmark-start text:name="section-20" /> |
|
<text:line-break /> |
|
<text:bookmark-end text:name="section-20" /> |
|
</text:h> |
|
<text:h text:style-name="Heading_20_3" text:outline-level="3"> |
|
<text:bookmark-start text:name="bibtex" /> BibTeX |
|
<text:bookmark-end text:name="bibtex" /> |
|
</text:h> |
|
<text:p text:style-name="First_20_paragraph"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="Source_Text">citation_bibtex</text:span> |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:h text:style-name="Heading_20_3" text:outline-level="3"> |
|
<text:bookmark-start text:name="section-21" /> |
|
<text:line-break /> |
|
<text:bookmark-end text:name="section-21" /> |
|
</text:h> |
|
<text:h text:style-name="Heading_20_3" text:outline-level="3"> |
|
<text:bookmark-start text:name="apa" /> APA |
|
<text:bookmark-end text:name="apa" /> |
|
</text:h> |
|
<text:p text:style-name="First_20_paragraph"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="Source_Text">citation_apa</text:span> |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:h text:style-name="Heading_20_1" text:outline-level="1"> |
|
<text:bookmark-start text:name="glossary-optional" /> Glossary |
|
optional |
|
<text:bookmark-end text:name="glossary-optional" /> |
|
</text:h> |
|
<text:p text:style-name="First_20_paragraph"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="T1">Section |
|
Overview:</text:span> This section defines common terms and how metrics |
|
are calculated. |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="Source_Text">glossary</text:span> |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="T2">Clearly |
|
define terms in order to be accessible across |
|
audiences.</text:span> |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:h text:style-name="Heading_20_1" text:outline-level="1"> |
|
<text:bookmark-start text:name="more-information-optional" /> More |
|
Information |
|
optional |
|
<text:bookmark-end text:name="more-information-optional" /> |
|
</text:h> |
|
<text:p text:style-name="First_20_paragraph"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="T1">Section |
|
Overview:</text:span> lessons learned and more . |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="Source_Text">more_information</text:span> |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:h text:style-name="Heading_20_1" text:outline-level="1"> |
|
<text:bookmark-start text:name="model-card-authors-optional" /> Model |
|
Card Authors |
|
optional |
|
<text:bookmark-end text:name="model-card-authors-optional" /> |
|
</text:h> |
|
<text:p text:style-name="First_20_paragraph"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
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<text:span text:style-name="T1">Section |
|
Overview:</text:span> who create the model card, . |
|
</text:p> |
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<text:p text:style-name="Text_20_body"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="Source_Text">model_card_authors</text:span> |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:h text:style-name="Heading_20_1" text:outline-level="1"> |
|
<text:bookmark-start text:name="model-card-contact" /> Model |
|
Card |
|
Contact |
|
<text:bookmark-end text:name="model-card-contact" /> |
|
</text:h> |
|
<text:p text:style-name="First_20_paragraph"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
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<text:span text:style-name="T1">Section |
|
Overview:</text:span> contact |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
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<text:span text:style-name="Source_Text">model_card_contact</text:span> |
|
</text:p> |
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<text:p text:style-name="Text_20_body"></text:p> |
|
<text:h text:style-name="Heading_20_1" text:outline-level="1"> |
|
<text:bookmark-start text:name="how-to-get-started-with-the-model" /> How |
|
to Get Started with the |
|
Model |
|
<text:bookmark-end text:name="how-to-get-started-with-the-model" /> |
|
</text:h> |
|
<text:p text:style-name="First_20_paragraph"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="T1">Section |
|
Overview:</text:span> Provides a code snippet to show how to use the |
|
model. |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:span text:style-name="Source_Text">get_started_code</text:span> |
|
</text:p> |
|
<text:p text:style-name="Text_20_body"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:line-break /> |
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</text:p> |
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<text:p text:style-name="Text_20_body"></text:p> |
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<text:p text:style-name="Text_20_body"> |
|
<text:line-break /> |
|
</text:p> |
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<text:p text:style-name="Text_20_body"></text:p> |
|
<text:p text:style-name="Text_20_body"> |
|
<text:a xlink:type="simple" xlink:href="https://huggingface.co/docs/hub/en/model-cards" office:name=""> |
|
<text:span text:style-name="Definition">←Model |
|
Cards</text:span> |
|
</text:a> |
|
</text:p> |
|
</office:text> |
|
</office:body> |
|
</office:document-content> |
|
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