tisorlawan
commited on
Commit
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443b1d7
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Parent(s):
6105845
feat: add readme and license
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LICENSE
ADDED
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Attribution-ShareAlike 4.0 International
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Considerations for the public: By using one of our public
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Although not required by our licenses, you are encouraged to
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wiki.creativecommons.org/Considerations_for_licensees
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=======================================================================
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Creative Commons Attribution-ShareAlike 4.0 International Public
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License
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By exercising the Licensed Rights (defined below), You accept and agree
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to be bound by the terms and conditions of this Creative Commons
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Attribution-ShareAlike 4.0 International Public License ("Public
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License"). To the extent this Public License may be interpreted as a
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contract, You are granted the Licensed Rights in consideration of Your
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acceptance of these terms and conditions, and the Licensor grants You
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such rights in consideration of benefits the Licensor receives from
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making the Licensed Material available under these terms and
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conditions.
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Section 1 -- Definitions.
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a. Adapted Material means material subject to Copyright and Similar
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Rights that is derived from or based upon the Licensed Material
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and in which the Licensed Material is translated, altered,
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arranged, transformed, or otherwise modified in a manner requiring
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permission under the Copyright and Similar Rights held by the
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Licensor. For purposes of this Public License, where the Licensed
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Material is a musical work, performance, or sound recording,
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Adapted Material is always produced where the Licensed Material is
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synched in timed relation with a moving image.
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b. Adapter's License means the license You apply to Your Copyright
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and Similar Rights in Your contributions to Adapted Material in
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accordance with the terms and conditions of this Public License.
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c. BY-SA Compatible License means a license listed at
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creativecommons.org/compatiblelicenses, approved by Creative
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Commons as essentially the equivalent of this Public License.
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d. Copyright and Similar Rights means copyright and/or similar rights
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closely related to copyright including, without limitation,
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performance, broadcast, sound recording, and Sui Generis Database
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Rights, without regard to how the rights are labeled or
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categorized. For purposes of this Public License, the rights
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specified in Section 2(b)(1)-(2) are not Copyright and Similar
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Rights.
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e. Effective Technological Measures means those measures that, in the
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100 |
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absence of proper authority, may not be circumvented under laws
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101 |
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fulfilling obligations under Article 11 of the WIPO Copyright
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Treaty adopted on December 20, 1996, and/or similar international
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103 |
+
agreements.
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105 |
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f. Exceptions and Limitations means fair use, fair dealing, and/or
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106 |
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any other exception or limitation to Copyright and Similar Rights
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that applies to Your use of the Licensed Material.
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g. License Elements means the license attributes listed in the name
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of a Creative Commons Public License. The License Elements of this
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Public License are Attribution and ShareAlike.
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h. Licensed Material means the artistic or literary work, database,
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114 |
+
or other material to which the Licensor applied this Public
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License.
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+
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i. Licensed Rights means the rights granted to You subject to the
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terms and conditions of this Public License, which are limited to
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all Copyright and Similar Rights that apply to Your use of the
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Licensed Material and that the Licensor has authority to license.
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j. Licensor means the individual(s) or entity(ies) granting rights
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under this Public License.
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k. Share means to provide material to the public by any means or
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process that requires permission under the Licensed Rights, such
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as reproduction, public display, public performance, distribution,
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128 |
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dissemination, communication, or importation, and to make material
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available to the public including in ways that members of the
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public may access the material from a place and at a time
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individually chosen by them.
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132 |
+
|
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+
l. Sui Generis Database Rights means rights other than copyright
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resulting from Directive 96/9/EC of the European Parliament and of
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135 |
+
the Council of 11 March 1996 on the legal protection of databases,
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136 |
+
as amended and/or succeeded, as well as other essentially
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+
equivalent rights anywhere in the world.
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+
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139 |
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m. You means the individual or entity exercising the Licensed Rights
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+
under this Public License. Your has a corresponding meaning.
|
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+
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142 |
+
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143 |
+
Section 2 -- Scope.
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144 |
+
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+
a. License grant.
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+
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+
1. Subject to the terms and conditions of this Public License,
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+
the Licensor hereby grants You a worldwide, royalty-free,
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non-sublicensable, non-exclusive, irrevocable license to
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exercise the Licensed Rights in the Licensed Material to:
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a. reproduce and Share the Licensed Material, in whole or
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in part; and
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+
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b. produce, reproduce, and Share Adapted Material.
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+
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2. Exceptions and Limitations. For the avoidance of doubt, where
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Exceptions and Limitations apply to Your use, this Public
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License does not apply, and You do not need to comply with
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its terms and conditions.
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3. Term. The term of this Public License is specified in Section
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6(a).
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4. Media and formats; technical modifications allowed. The
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Licensor authorizes You to exercise the Licensed Rights in
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all media and formats whether now known or hereafter created,
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168 |
+
and to make technical modifications necessary to do so. The
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169 |
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Licensor waives and/or agrees not to assert any right or
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+
authority to forbid You from making technical modifications
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+
necessary to exercise the Licensed Rights, including
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+
technical modifications necessary to circumvent Effective
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+
Technological Measures. For purposes of this Public License,
|
174 |
+
simply making modifications authorized by this Section 2(a)
|
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+
(4) never produces Adapted Material.
|
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+
|
177 |
+
5. Downstream recipients.
|
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+
|
179 |
+
a. Offer from the Licensor -- Licensed Material. Every
|
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recipient of the Licensed Material automatically
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receives an offer from the Licensor to exercise the
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Licensed Rights under the terms and conditions of this
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Public License.
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+
|
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b. Additional offer from the Licensor -- Adapted Material.
|
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Every recipient of Adapted Material from You
|
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+
automatically receives an offer from the Licensor to
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exercise the Licensed Rights in the Adapted Material
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under the conditions of the Adapter's License You apply.
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+
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c. No downstream restrictions. You may not offer or impose
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any additional or different terms or conditions on, or
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apply any Effective Technological Measures to, the
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Licensed Material if doing so restricts exercise of the
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Licensed Rights by any recipient of the Licensed
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Material.
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6. No endorsement. Nothing in this Public License constitutes or
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may be construed as permission to assert or imply that You
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200 |
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are, or that Your use of the Licensed Material is, connected
|
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+
with, or sponsored, endorsed, or granted official status by,
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+
the Licensor or others designated to receive attribution as
|
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+
provided in Section 3(a)(1)(A)(i).
|
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+
|
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b. Other rights.
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1. Moral rights, such as the right of integrity, are not
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licensed under this Public License, nor are publicity,
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privacy, and/or other similar personality rights; however, to
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the extent possible, the Licensor waives and/or agrees not to
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assert any such rights held by the Licensor to the limited
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extent necessary to allow You to exercise the Licensed
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Rights, but not otherwise.
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2. Patent and trademark rights are not licensed under this
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Public License.
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3. To the extent possible, the Licensor waives any right to
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collect royalties from You for the exercise of the Licensed
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Rights, whether directly or through a collecting society
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under any voluntary or waivable statutory or compulsory
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licensing scheme. In all other cases the Licensor expressly
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reserves any right to collect such royalties.
|
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Section 3 -- License Conditions.
|
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|
228 |
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Your exercise of the Licensed Rights is expressly made subject to the
|
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following conditions.
|
230 |
+
|
231 |
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a. Attribution.
|
232 |
+
|
233 |
+
1. If You Share the Licensed Material (including in modified
|
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form), You must:
|
235 |
+
|
236 |
+
a. retain the following if it is supplied by the Licensor
|
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with the Licensed Material:
|
238 |
+
|
239 |
+
i. identification of the creator(s) of the Licensed
|
240 |
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Material and any others designated to receive
|
241 |
+
attribution, in any reasonable manner requested by
|
242 |
+
the Licensor (including by pseudonym if
|
243 |
+
designated);
|
244 |
+
|
245 |
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ii. a copyright notice;
|
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|
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iii. a notice that refers to this Public License;
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|
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iv. a notice that refers to the disclaimer of
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warranties;
|
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v. a URI or hyperlink to the Licensed Material to the
|
253 |
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extent reasonably practicable;
|
254 |
+
|
255 |
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b. indicate if You modified the Licensed Material and
|
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retain an indication of any previous modifications; and
|
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|
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c. indicate the Licensed Material is licensed under this
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Public License, and include the text of, or the URI or
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hyperlink to, this Public License.
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2. You may satisfy the conditions in Section 3(a)(1) in any
|
263 |
+
reasonable manner based on the medium, means, and context in
|
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which You Share the Licensed Material. For example, it may be
|
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reasonable to satisfy the conditions by providing a URI or
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hyperlink to a resource that includes the required
|
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information.
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|
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3. If requested by the Licensor, You must remove any of the
|
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information required by Section 3(a)(1)(A) to the extent
|
271 |
+
reasonably practicable.
|
272 |
+
|
273 |
+
b. ShareAlike.
|
274 |
+
|
275 |
+
In addition to the conditions in Section 3(a), if You Share
|
276 |
+
Adapted Material You produce, the following conditions also apply.
|
277 |
+
|
278 |
+
1. The Adapter's License You apply must be a Creative Commons
|
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license with the same License Elements, this version or
|
280 |
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README.md
CHANGED
@@ -10,27 +10,38 @@ model-index:
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results: []
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---
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-
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should probably proofread and complete it, then remove this comment. -->
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It achieves the following results on the evaluation set:
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- Loss: 1.6595
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- Accuracy: 0.6803
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More information needed
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##
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More information needed
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## Training procedure
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- lr_scheduler_type: linear
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- num_epochs: 3.0
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### Training results
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-
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### Framework versions
|
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@@ -55,3 +63,28 @@ The following hyperparameters were used during training:
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- Pytorch 2.1.2+cu121
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- Datasets 2.16.1
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- Tokenizers 0.13.3
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results: []
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---
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# IndoBERT-nusa (IndoBERT Adapted for Balinese, Buginese, and Minangkabau)
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This repository contains a language adaptation and fine-tuning of the Indobenchmark IndoBERT language model for three specific languages: Balinese, Buginese, and Minangkabau.
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The adaptation was performed using nusa-st data.
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## Model Details
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- **Base Model**: [indobenchmark/indobert-large-p2](https://huggingface.co/indobenchmark/indobert-large-p2)
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- **Adaptation Data**: nusa-st
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## Performance Comparison
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|
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### Topic Classification
|
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+
Fine-tuned using [nusa-dialogue](https://huggingface.co/datasets/prosa-text/nusa-dialogue) for topic classification.
|
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+
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| Language | indobert-large-p2 (F1) | indobert-nusa (F1) |
|
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+
|-------------|------------------------|------------------------|
|
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+
| Balinese | 82.37 | **84.23** |
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| Buginese | 80.53 | **82.03** |
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| Minangkabau | 84.49 | **86.30** |
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+
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+
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### Language Identification
|
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+
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Fine-tuned using [nusaX](https://github.com/IndoNLP/nusax) for language classification.
|
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+
| Model | F1-score |
|
41 |
+
|----------------------|--------------|
|
42 |
+
| indobert-large-p2 | 98.21 |
|
43 |
+
| **indober-nusa** | **98.45** |
|
44 |
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|
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## Training procedure
|
47 |
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- lr_scheduler_type: linear
|
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- num_epochs: 3.0
|
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### Framework versions
|
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- Pytorch 2.1.2+cu121
|
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- Datasets 2.16.1
|
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- Tokenizers 0.13.3
|
66 |
+
|
67 |
+
|
68 |
+
## Additional Information
|
69 |
+
|
70 |
+
### Licensing Information
|
71 |
+
The dataset is released under the terms of **CC-BY-SA 4.0**.
|
72 |
+
By using this model, you are also bound to the respective Terms of Use and License of the dataset.
|
73 |
+
|
74 |
+
### Citation Information
|
75 |
+
|
76 |
+
```bibtex
|
77 |
+
@article{purwarianti2023nusadialogue,
|
78 |
+
title={NusaDialogue: Dialogue Summarization and Generation for Underrepresented and Extremely Low-Resource Languages},
|
79 |
+
author={Purwarianti, Ayu and Adhista, Dea and Baptiso, Agung and Mahfuzh, Miftahul and Yusrina Sabila and Cahyawijaya, Samuel and Aji, Alham Fikri},
|
80 |
+
journal={arXiv preprint arXiv:(coming soon)},
|
81 |
+
url={https://huggingface.co/datasets/prosa-text/nusa-dialogue},
|
82 |
+
year={2023}
|
83 |
+
}
|
84 |
+
```
|
85 |
+
|
86 |
+
### Acknowledgement
|
87 |
+
This research work is funded and supported by The Deutsche Gesellschaft für Internationale Zusammenarbeit (GIZ) GmbH and FAIR Forward - Artificial Intelligence for all. We thank Direktorat Jenderal Pendidikan Tinggi, Riset, dan Teknologi Kementerian Pendidikan, Kebudayaan, Riset, dan Teknologi (Ditjen DIKTI) for providing the computing resources for this project.
|
88 |
+
|
89 |
+
### Contact Us
|
90 |
+
If you have any question please contact our support team at `[email protected]`.
|