modelcardML_V1 / data.xml
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<?xml version="1.0" encoding="utf-8" ?>
<office:document-content
xmlns:office="urn:oasis:names:tc:opendocument:
xmlns:office:1.0"
xmlns:style="urn:oasis:names:tc:opendocument:
xmlns:style:1.0"
xmlns:text="urn:oasis:names:tc:opendocument:
xmlns:text:1.0"
xmlns:table="urn:oasis:names:tc:opendocument:
xmlns:table:1.0"
xmlns:draw="urn:oasis:names:tc:opendocument:
xmlns:drawing:1.0"
xmlns:fo="urn:oasis:names:tc:opendocument:
xmlns:xsl-fo-compatible:1.0"
xmlns:xlink="http://www.w3.org/1999/xlink"
xmlns:dc="http://purl.org/dc/elements/1.1/"
xmlns:meta="urn:oasis:names:tc:opendocument:
xmlns:meta:1.0"
xmlns:number="urn:oasis:names:tc:opendocument:
xmlns:datastyle:1.0"
xmlns:svg="urn:oasis:names:tc:opendocument:
xmlns:svg-compatible:1.0"
xmlns:chart="urn:oasis:names:tc:opendocument:
xmlns:chart:1.0"
xmlns:dr3d="urn:oasis:names:tc:opendocument:
xmlns:dr3d:1.0"
xmlns:math="http://www.w3.org/1998/Math/MathML"
xmlns:form="urn:oasis:names:tc:opendocument:
xmlns:form:1.0"
xmlns:script="urn:oasis:names:tc:opendocument:
xmlns:script:1.0"
xmlns:ooo="http://openoffice.org/2004/office"
xmlns:ooow="http://openoffice.org/2004/writer"
xmlns:oooc="http://openoffice.org/2004/calc"
xmlns:dom="http://www.w3.org/2001/xml-events"
xmlns:xforms="http://www.w3.org/2002/xforms"
xmlns:xsd="http://www.w3.org/2001/XMLSchema"
xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" office:version="1.2">
<office:font-face-decls>
<style:font-face style:name="Courier New" style:font-family-generic="modern" style:font-pitch="fixed" svg:font-family="'Courier New'" />
</office:font-face-decls>
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<style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
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<style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
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<style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
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<style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
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<style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
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<style:style style:name="T1" style:family="text">
<style:text-properties fo:font-weight="bold" style:font-weight-asian="bold" style:font-weight-complex="bold" />
</style:style>
<style:style style:name="T2" style:family="text">
<style:text-properties fo:font-style="italic" style:font-style-asian="italic" style:font-style-complex="italic" />
</style:style>
<style:style style:name="T3" style:family="text">
<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" />
</style:style>
<style:style style:name="fr2" style:family="graphic" style:parent-style-name="Formula">
<style:graphic-properties style:vertical-pos="middle" style:vertical-rel="text" style:horizontal-pos="center" style:horizontal-rel="paragraph-content" style:wrap="none" />
</style:style>
<style:style style:name="fr1" style:family="graphic" style:parent-style-name="Formula">
<style:graphic-properties style:vertical-pos="middle" style:vertical-rel="text" />
</style:style>
<style:style style:name="P1" style:family="paragraph" style:parent-style-name="Text_20_body" style:list-style-name="L1">
<style:paragraph-properties fo:margin-top="0in" fo:margin-bottom="0in" />
</style:style>
<style:style style:name="P2" style:family="paragraph" style:parent-style-name="Text_20_body" style:list-style-name="L2">
<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:paragraph-properties fo:margin-top="0in" fo:margin-bottom="0in" />
</style:style>
<style:style style:name="P5" style:family="paragraph" style:parent-style-name="Text_20_body" style:list-style-name="L5">
<style:paragraph-properties fo:margin-top="0in" fo:margin-bottom="0in" />
</style:style>
<style:style style:name="P6" style:family="paragraph" style:parent-style-name="Text_20_body" style:list-style-name="L6">
<style:paragraph-properties fo:margin-top="0in" fo:margin-bottom="0in" />
</style:style>
<style:style style:name="P7" style:family="paragraph" style:parent-style-name="Text_20_body" style:list-style-name="L7">
<style:paragraph-properties fo:margin-top="0in" fo:margin-bottom="0in" />
</style:style>
<style:style style:name="P8" style:family="paragraph" style:parent-style-name="Text_20_body" style:list-style-name="L8">
<style:paragraph-properties fo:margin-top="0in" fo:margin-bottom="0in" />
</style:style>
<style:style style:name="P9" style:family="paragraph" style:parent-style-name="Text_20_body" style:list-style-name="L9">
<style:paragraph-properties fo:margin-top="0in" fo:margin-bottom="0in" />
</style:style>
<style:style style:name="P10" style:family="paragraph" style:parent-style-name="Text_20_body" style:list-style-name="L10">
<style:paragraph-properties fo:margin-top="0in" fo:margin-bottom="0in" />
</style:style>
</office:automatic-styles>
<office:body>
<office:text>
<text:p text:style-name="Title">HTML Charset</text:p>
<text:h text:style-name="Heading_20_1" text:outline-level="1">
<text:bookmark-start text:name="model-name" />Model
Name
<text:bookmark-end text:name="model-name" />
</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>  Provide the model name and a 1-2 sentence summary
of what the model is.
</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">model_id</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="Source_Text">model_summary</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="table-of-contents" /> Table
of Contents
<text:bookmark-end text:name="table-of-contents" />
</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 addresses questions around how the
model is intended to be used in different applied contexts, discusses
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.
</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-details" /> Model
Details
<text:bookmark-end text:name="model-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 basic information about what
the model is, its current status, where it came from. It should be
useful for anyone who wants to reference the model.
</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" />
<text:line-break />
<text:bookmark-end text:name="section" />
</text:h>
<text:h text:style-name="Heading_20_2" text:outline-level="2">
<text:bookmark-start text:name="model-description" /> Model
Description
<text:bookmark-end text:name="model-description" />
</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_description</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">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>
</text:p>
<text:p text:style-name="Text_20_body"></text:p>
<text:list text:style-name="L1">
<text:list-item>
<text:p text:style-name="P1">
<text:span text:style-name="T1">Developed
by:</text:span>
<text:span text:style-name="Source_Text">developers</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 who built the
model.</text:span>
</text:p>
<text:p text:style-name="Text_20_body"></text:p>
<text:list text:style-name="L2">
<text:list-item>
<text:p text:style-name="P2">
<text:span text:style-name="T1">Funded
by:</text:span>
<text:span text:style-name="Source_Text">funded_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 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>
<text:list text:style-name="L3">
<text:list-item>
<text:p text:style-name="P3">
<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">
<text:span text:style-name="T1">Language(s)</text:span>
[NLP]:
<text:span text:style-name="Source_Text">language</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">Use
this field when the system uses or processes natural (human)
language..</text:span>
</text:p>
<text:p text:style-name="Text_20_body"></text:p>
<text:list text:style-name="L6">
<text:list-item>
<text:p text:style-name="P6">
<text:span text:style-name="T1">License:</text:span>
<text:span text:style-name="Source_Text">license</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">Name
and link to the license being used.</text:span>
</text:p>
<text:p text:style-name="Text_20_body"></text:p>
<text:list text:style-name="L7">
<text:list-item>
<text:p text:style-name="P7">
<text:span text:style-name="T1">Finetuned
From Model [optional]:</text:span>
<text:span text:style-name="Source_Text">base_model</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">**
this model has another model as its base, link to that model
here.</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-1" />
<text:line-break />
<text:bookmark-end text:name="section-1" />
</text:h>
<text:h text:style-name="Heading_20_2" text:outline-level="2">
<text:bookmark-start text:name="model-sources-optional" /> Model
Sources
optional
<text:bookmark-end text:name="model-sources-optional" />
</text:h>
<text:p text:style-name="First_20_paragraph"></text:p>
<text:list text:style-name="L8">
<text:list-item>
<text:p text:style-name="P8">
<text:span text:style-name="T1">Repository:</text:span>
<text:span text:style-name="Source_Text">repo</text:span>
</text:p>
</text:list-item>
<text:list-item>
<text:p text:style-name="P8"></text:p>
</text:list-item>
<text:list-item>
<text:p text:style-name="P8">
<text:span text:style-name="T1">Paper
[optional]:</text:span>
<text:span text:style-name="Source_Text">paper</text:span>
</text:p>
</text:list-item>
<text:list-item>
<text:p text:style-name="P8"></text:p>
</text:list-item>
<text:list-item>
<text:p text:style-name="P8">
<text:span text:style-name="T1">Demo
[optional]:</text:span>
<text:span text:style-name="Source_Text">demo</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">Provide
sources for the user to see the model and its details. Additional kinds
of resources – training logs, lessons learned, etc. – belong in the
</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">
section. If you include one thing for this section, link to the
repository.</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="uses" /> Uses
<text:bookmark-end text:name="uses" />
</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> questions around how the model is intended to be
used in different applied contexts, discusses the foreseeable users of
the model (including those ... by the model).  intended to include the
license usage details. For that, link directly to the license.
</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-2" />
<text:line-break />
<text:bookmark-end text:name="section-2" />
</text:h>
<text:h text:style-name="Heading_20_2" text:outline-level="2">
<text:bookmark-start text:name="direct-use" /> Direct
Use
<text:bookmark-end text:name="direct-use" />
</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">direct_use</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">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>
</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-3" />
<text:line-break />
<text:bookmark-end text:name="section-3" />
</text:h>
<text:h text:style-name="Heading_20_2" text:outline-level="2">
<text:bookmark-start text:name="downstream-use-optional" /> Downstream
Use
optional
<text:bookmark-end text:name="downstream-use-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="Source_Text">downstream_use</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">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">
<text:bookmark-start text:name="section-4" />
<text:line-break />
<text:bookmark-end text:name="section-4" />
</text:h>
<text:h text:style-name="Heading_20_2" text:outline-level="2">
<text:bookmark-start text:name="out-of-scope-use" /> Out-of-Scope
Use
<text:bookmark-end text:name="out-of-scope-use" />
</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">out_of_scope_use</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">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>
</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="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>
</text:list-item>
<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">
<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 />
<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 &amp;
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>
<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_factors</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 foreseeable circumstances that will influence how the model
behaves? This includes domain and context, as well as population
subgroups. Evaluation should ideally be
</text:span>
<text:span text:style-name="T3">disaggregated</text:span>
<text:span text:style-name="T2">
across factors in order to uncover disparities in
performance.</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-13" />
<text:line-break />
<text:bookmark-end text:name="section-13" />
</text:h>
<text:h text:style-name="Heading_20_3" text:outline-level="3">
<text:bookmark-start text:name="metrics" /> Metrics
<text:bookmark-end text:name="metrics" />
</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_metrics</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">metrics
for evaluation in light of tradeoffs between different
errors?</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-14" />
<text:line-break />
<text:bookmark-end text:name="section-14" />
</text:h>
<text:h text:style-name="Heading_20_2" text:outline-level="2">
<text:bookmark-start text:name="results" /> Results
<text:bookmark-end text:name="results" />
</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">results</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">Results
based on the Factors and Metrics defined above.</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-15" />
<text:line-break />
<text:bookmark-end text:name="section-15" />
</text:h>
<text:h text:style-name="Heading_20_3" text:outline-level="3">
<text:bookmark-start text:name="summary" /> Summary
<text:bookmark-end text:name="summary" />
</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">results_summary</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
do the results say? This can function as a kind of tl;dr for general
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="model-examination-optional" /> Model
Examination
optional
<text:bookmark-end text:name="model-examination-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> examination
</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">model_examination</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="environmental-impact" /> Environmental
Impact
<text:bookmark-end text:name="environmental-impact" />
</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> Summarizes the information necessary to calculate
environmental impacts .
</text:p>
<text:p text:style-name="Text_20_body"></text:p>
<text:list text:style-name="L10">
<text:list-item>
<text:p text:style-name="P10">
<text:span text:style-name="T1">Hardware
Type:</text:span>
<text:span text:style-name="Source_Text">hardware_type</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">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 />
<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
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</text:h>
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<text:span text:style-name="T1">Section
Overview:</text:span> This section defines common terms and how metrics
are calculated.
</text:p>
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<text:span text:style-name="Source_Text">glossary</text:span>
</text:p>
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<text:span text:style-name="T2">Clearly
define terms in order to be accessible across
audiences.</text:span>
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<text:h text:style-name="Heading_20_1" text:outline-level="1">
<text:bookmark-start text:name="more-information-optional" /> More
Information
optional
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</text:h>
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<text:span text:style-name="T1">Section
Overview:</text:span> lessons learned and more .
</text:p>
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<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
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</text:h>
<text:p text:style-name="First_20_paragraph"></text:p>
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<text:span text:style-name="T1">Section
Overview:</text:span> who create the model card, .
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<text:span text:style-name="Source_Text">model_card_authors</text:span>
</text:p>
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<text:h text:style-name="Heading_20_1" text:outline-level="1">
<text:bookmark-start text:name="model-card-contact" /> Model
Card
Contact
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</text:h>
<text:p text:style-name="First_20_paragraph"></text:p>
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<text:span text:style-name="T1">Section
Overview:</text:span> contact
</text:p>
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<text:p text:style-name="Text_20_body">
<text:span text:style-name="Source_Text">model_card_contact</text:span>
</text:p>
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<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>
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<text:line-break />
</text:p>
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<text:line-break />
</text:p>
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<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>