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class="c21 c29"><p class="c18 c31"><span class="c15 c6">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span></p><p class="c18"><span class="c6 c38">BigScience RAIL </span><span class="c6 c38">License</span><span class="c6 c15">&nbsp;v1.0</span></p><p class="c18"><span class="c19 c6 c24">dated May 19, 2022</span></p><p class="c3"><span class="c9 c8"></span></p><p class="c3"><span class="c9 c8"></span></p><p class="c27"><span class="c8">This is a license (the &ldquo;</span><span class="c6">License</span><span class="c8">&rdquo;) between you (&ldquo;</span><span class="c6">You</span><span class="c8">&rdquo;) and the parti</span><span class="c8">cipants of BigScience (&ldquo;</span><span class="c6">Licensor</span><span class="c8">&rdquo;).</span><span class="c8">&nbsp;</span><span class="c8">Whereas the Apache 2.0 license was applicable to resources used to develop the </span><span class="c6">Model</span><span class="c8">, the licensing conditions have been modified for the access and distribution of the</span><span class="c6">&nbsp;Model</span><span class="c8">. This has been done to further BigScience&rsquo;s aims of promoting not just open-access to its artifacts, but also a responsible use of these artifacts. Therefore, this Responsible AI License (</span><span class="c8 c32"><a class="c23" href="https://www.google.com/url?q=https://www.licenses.ai/&amp;sa=D&amp;source=editors&amp;ust=1653063807312272&amp;usg=AOvVaw0rXfyCPiMKwuMQeev20LJx">RAIL</a></span><span class="c8">)</span><sup class="c8"><a href="#ftnt1" id="ftnt_ref1">[1]</a></sup><span class="c8">&nbsp;aims at having an</span><span class="c8">&nbsp;open and permissive character while striving for responsible use of the </span><span class="c6">Model</span><span class="c8">.</span></p><p class="c3"><span class="c9 c8"></span></p><p class="c27"><span class="c9 c6">&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; Section &nbsp;I: &nbsp;PREAMBLE</span></p><p class="c3"><span class="c9 c8"></span></p><p class="c27"><span class="c1 c5">BigScience is a collaborative open innovation project aimed at the responsible development and use of large multilingual datasets and Large Language Models (&ldquo;</span><span class="c6 c5 c7">LLM</span><span class="c1 c5">&rdquo;),</span><span class="c1 c5">&nbsp;as well as, the documentation of best practices and tools stemming from this collaborative effort. Further, BigScience participants wish to promote collaboration and sharing of research artifacts - including the </span><span class="c6 c7 c5">Model</span><span class="c1 c19 c5">&nbsp;- for the benefit of society, pursuant to this License.</span></p><p class="c3"><span class="c1 c19 c5"></span></p><p class="c27"><span class="c1 c5">The development and use of LLMs, and broadly artificial intelligence (&ldquo;</span><span class="c6 c7 c5">AI</span><span class="c1 c5 c19">&rdquo;), does not come without concerns. The world has witnessed how just a few companies/institutions are able to develop LLMs, and moreover, how Natural Language Processing techniques might, in some instances, become a risk for the public in general. Concerns might come in many forms, from racial discrimination to the treatment of sensitive information. </span></p><p class="c3"><span class="c1 c19 c5"></span></p><p class="c27"><span class="c1 c5">BigScience believes in the intersection between open and responsible AI development, thus, </span><span class="c1 c5">this License aims to strike a balance between both in order to enable responsible open-science for large languag</span><span class="c1 c19 c5">e models and future NLP techniques. </span></p><p class="c11"><span class="c1 c5">This License go</span><span class="c1 c5">verns the use of </span><span class="c1 c5 c21">the BigScience BLOOM </span><span class="c1 c5 c21">m</span><span class="c1 c5 c21">odel</span><span class="c1 c5 c21">s</span><span class="c1 c5">&nbsp;</span><span class="c1 c5">(</span><span class="c1 c5">and their derivatives) and is informed by both the </span><span class="c1 c5">BigScience Ethical Charter and the model cards associated with the BigScience BLOOM models. </span><span class="c1 c5">BigScience has set forth its Ethical Charter representing the values of &nbsp;its community. Although the BigScience community does not aim to impose its values on potential users of this</span><span class="c1 c5">&nbsp;</span><span class="c6 c7 c5">Model</span><span class="c1 c5">, it is determined </span><span class="c1 c5 c21">to take tangible steps towards protecting the community from inappropriate uses of the work being developed by BigScience.</span></p><p class="c11"><span class="c1 c5">Furthermore, the model cards for the BigScience BLOOM models will inform the user about the limitations of the </span><span class="c6 c7 c5">Model</span><span class="c1 c19 c5">, and thus serves as the basis of some of the use-based restrictions in this License (See Part II).</span></p><p class="c3"><span class="c19 c8 c5 c41"></span></p><p class="c18 c20"><span class="c9 c6"></span></p><p class="c27"><span class="c6">NOW THEREFORE</span><span class="c9 c8">, You and Licensor agree as follows:</span></p><p class="c3"><span class="c9 c8"></span></p><p class="c27"><span class="c9 c6">1. Definitions </span></p><p class="c3"><span class="c9 c6"></span></p><ol class="c4 lst-kix_o12c65tpuwmu-0 start" start="1"><li class="c0 c10 li-bullet-0"><span class="c8">&quot;</span><span class="c6">License</span><span class="c8">&quot; shall mean the terms and conditions for use, reproduction, and Distribution as defined </span><span class="c8">in </span><span class="c9 c8">this document.</span></li><li class="c11 c10 li-bullet-0"><span class="c6 c7 c5">&ldquo;</span><span class="c6 c7 c5">Data&rdquo; </span><span class="c1 c5">means </span><span class="c1 c5">a collection of texts extracted from the BigScience Corpus</span><span class="c1 c5">&nbsp;used with the Model, including to train, pretrain, or otherwise evaluate the Model. The Data is not licensed under this License. </span><span class="c1 c5">The </span><span class="c1 c5">BigScience Corpus is a collection of existing sources of language data documented on the BigScience website.</span></li><li class="c11 c10 li-bullet-0"><span class="c6">&ldquo;Output&rdquo;</span><span class="c8">&nbsp;means the results of operating a Model as embodied </span><span class="c8">in </span><span class="c8">informational content resulting therefrom.</span></li><li class="c0 c10 li-bullet-0"><span class="c1 c5">&ldquo;</span><span class="c6 c7 c5">Model</span><span class="c1 c5">&rdquo;</span><span class="c1 c5">&nbsp;means </span><span class="c1 c5">any </span><span class="c1 c5">accompanying</span><span class="c1 c5">&nbsp;machine-learning based </span><span class="c1 c5">assemblies</span><span class="c1 c5">&nbsp;(including checkpoints),</span><span class="c1 c5">&nbsp;consisting of learnt weights, parameters (including optimizer states), corresponding to the BigScience BLOOM model architecture as embodied in the Complementary Material, that have been trained or tuned, in whole or in part, on the </span><span class="c1 c5">Data using the Complementary Material</span><span class="c1 c5">. </span></li><li class="c0 c10 li-bullet-0"><span class="c6 c7 c5">&ldquo;Derivatives of the Model</span><span class="c1 c5">&rdquo; </span><span class="c1 c5">means all modifications to the Model, works based on the Model, or any other model which is created or initialized by transfer of patterns of the weights, </span><span class="c1 c5">parameters, </span><span class="c1 c5">activations or output of the Model, to the other model, in order to cause the other model to perform similarly to the Model,</span><span class="c1 c5">&nbsp;incl</span><span class="c1 c5">uding - but not limited to - distillation methods entailing the use of intermediate data representations or methods based on the generation of synthetic data by the Model for training the other model.</span></li><li class="c11 c10 li-bullet-0"><span class="c1">&ldquo;</span><span class="c6 c7">Complementary Material</span><span class="c1">&rdquo; shall mean the accompanying </span><span class="c1">source code</span><span class="c1">&nbsp;and </span><span class="c1">scripts used to define, run, load, benchmark or evaluate the Model, and used </span><span class="c1">to prepare data</span><span class="c1">&nbsp;for training or evaluation. This includes any accompanying documentation</span><span class="c1">, tutorials, examples etc.</span></li><li class="c11 c10 li-bullet-0"><span class="c6 c7 c5">&ldquo;Distribution&rdquo;</span><span class="c1 c5">&nbsp;means any transmission, reproduction, publication or other sharing of the Model or Derivatives of the Model to a third party, including providing the Model as a hosted service made available by electronic or other remote means - e.g. API-based or web</span><span class="c1 c5 c26">&nbsp;</span><span class="c1 c5">access. </span></li><li class="c11 c10 li-bullet-0"><span class="c1">&ldquo;</span><span class="c6 c7">Licensor</span><span class="c1">&rdquo; means the </span><span class="c8 c21 c25">copyright owner</span><span class="c8 c21 c25">&nbsp;or entity authorized by the copyright owner </span><span class="c8 c21 c25">that is granting the License, including </span><span class="c1">the persons or entities that may have rights in the Model and/or distributing the Model.</span></li><li class="c0 c10 li-bullet-0"><span class="c8">&quot;</span><span class="c6">You</span><span class="c8">&quot; (or &quot;</span><span class="c6">Your</span><span class="c9 c8">&quot;) shall mean an individual or Legal Entity exercising permissions granted by this License and/or making use of the Model for whichever purpose and in any field of use, including usage of the Model in an end-use application - e.g. chatbot, translator.</span></li><li class="c0 c10 li-bullet-0"><span class="c8">&ldquo;</span><span class="c6">Third Parties</span><span class="c9 c8">&rdquo; means individuals or legal entities that are not under common control with Licensor or You.</span></li><li class="c11 c10 li-bullet-0"><span class="c8">&quot;</span><span class="c6">Contribution</span><span class="c8">&quot; shall mean any work of authorship, including the original version of the Model and any modifications or additions to that Model or Derivatives of the Model thereof, that is intentionally submitted to Licensor for inclusion in the Model by the copyright owner or by an individual or Legal Entity authorized to submit on behalf of the copyright owner. For the purposes of this definition, &ldquo;</span><span class="c6">submitted</span><span class="c8">&rdquo; means any form of electronic, verbal, or written communication sent to the Licensor or its representatives, including but not limited to communication on electronic mailing lists, source code control systems, and issue tracking systems that are managed by, or on behalf of, the Licensor for the purpose of discussing and improving the Model, but excluding communication that is conspicuously marked or otherwise designated in writing by the copyright owner as &quot;</span><span class="c6">Not a Contribution.</span><span class="c9 c8">&quot; </span></li><li class="c11 c10 li-bullet-0"><span class="c8">&quot;</span><span class="c6">Contributor</span><span class="c8">&quot;</span><span class="c8">&nbsp;shall mean Licensor and any individual or Legal Entity on behalf of whom a Contribution has been received by Licensor and subsequently incorporated within the Model.</span></li></ol><p class="c11 c20 c37"><span class="c9 c8"></span></p><p class="c0"><span class="c6">&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; Section</span><span class="c6">&nbsp;I</span><span class="c6">I: &nbsp; </span><span class="c6">INTELLECTUAL PROPERTY RIGHTS</span></p><p class="c0"><span class="c8">Both copyright and patent grants apply to the Model, Derivatives of the Model and </span><span class="c8">Complementary Material.</span><span class="c8">&nbsp;The </span><span class="c1 c5">Model and Derivatives of the Model are subject to additional terms as described in Section III.</span></p><p class="c0"><span class="c6">2. Grant of Copyright License</span><span class="c8">. Subject to the terms and conditions of this License, each Contributor hereby grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free, irrevocable copyright license to </span><span class="c1 c5">reproduce, prepare, </span><span class="c1 c5">publicly display</span><span class="c1 c5">, </span><span class="c1 c5">publicly perform</span><span class="c1 c5">, sublicense, and distribute the </span><span class="c1 c5">Complementary Material</span><span class="c1 c5">, the Model, and Derivatives of the Model.</span></p><p class="c0"><span class="c6">3. Grant of Patent License</span><span class="c8">. Subject to the terms and conditions of this License, each Contributor hereby grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free, irrevocable (except as stated </span><span class="c8">in this paragraph)</span><span class="c9 c8">&nbsp;patent license to make, have made, use, offer to sell, sell, import, and otherwise transfer the Model and the Complementary Material, where such license applies only to those patent claims licensable by such Contributor that are necessarily infringed by their Contribution(s) alone or by combination of their Contribution(s) with the Model to which such Contribution(s) was submitted. If You institute patent litigation against any entity (including a cross-claim or counterclaim in a lawsuit) alleging that the Model and/or Complementary Material or a Contribution incorporated within the Model and/or Complementary Material constitutes direct or contributory patent infringement, then any patent licenses granted to You under this License for the Model and/or Work shall terminate as of the date such litigation is filed.</span></p><p class="c0 c20"><span class="c9 c8"></span></p><p class="c18"><span class="c6">Section</span><span class="c9 c6">&nbsp;III: CONDITIONS OF USAGE, DISTRIBUTION AND REDISTRIBUTION</span></p><p class="c18 c20"><span class="c9 c6"></span></p><p class="c0"><span class="c6">4. Distribution and </span><span class="c6">Redistribution</span><span class="c8">.</span><span class="c9 c8">&nbsp;You may host for Third Party remote access purposes (e.g. software-as-a-service), reproduce and distribute copies of the Model or Derivatives of the Model thereof in any medium, with or without modifications, provided that You meet the following conditions:</span></p><ol class="c4 lst-kix_g3jk1pagzpg-0 start" start="1"><li class="c0 c10 li-bullet-0"><span class="c8">Use-based restrictions as referenced in </span><span class="c8">paragraph</span><span class="c8">&nbsp;5 </span><span class="c1 c5">MUST be included as an enforceable provision by You in any type of legal agreement (e.g. a license) governing the use and/or distribution of the Model or Derivatives of the Model, and You shall give notice to subsequent users You Distribute to, that the Model or Derivatives of the Model are subject to </span><span class="c8">paragraph</span><span class="c1 c5">&nbsp;5. </span><span class="c6 c7 c5">This provision does not apply to the use of Complementary Material.</span></li><li class="c0 c10 li-bullet-0"><span class="c9 c8">You must give any Third Party recipients of the Model or Derivatives of the Model a copy of this License; </span></li><li class="c0 c10 li-bullet-0"><span class="c8 c9">You must cause any modified files to carry prominent notices stating that You changed the files; </span></li><li class="c0 c10 li-bullet-0"><span class="c8">You must retain all copyright, patent, trademark, and attribution notices excluding those notices that do not pertain to any part of the Model, Derivatives of the Model</span><span class="c9 c8">.</span></li></ol><p class="c0"><span class="c8">You may add Your own copyright statement to Your modifications and may provide additional or different license terms and conditions </span><span class="c8">- </span><span class="c6">respecting </span><span class="c8">paragraph</span><span class="c6">&nbsp;4.a. </span><span class="c8">-</span><span class="c9 c8">&nbsp;for use, reproduction, or Distribution of Your modifications, or for any such Derivatives of the Model as a whole, provided Your use, reproduction, and Distribution of the Model otherwise complies with the conditions stated in this License.</span></p><p class="c11"><span class="c6">5. Use-based rest</span><span class="c6">rictions.</span><span class="c6 c7 c5">&nbsp;</span><span class="c1 c5">The restrictions set forth in Attachment A are considered Use-based restrictions.</span><span class="c1 c5">&nbsp;Therefore You cannot use the Model and the Derivatives of the Model for the specified restricted uses.</span><span class="c1 c5">&nbsp;</span><span class="c1 c5">You may use the Model subject to this License, including only for lawful purposes and in accordance with the License. </span><span class="c6 c7 c5">Use</span><span class="c1 c5">&nbsp;may include creating any content with, finetuning, updating, running, training, evaluating and/or reparametrizing the Model. </span><span class="c1 c5">You shall require al</span><span class="c1 c5">l of Your users who use the Model or a Derivative of the Model to comply with the terms of this </span><span class="c8">paragraph</span><span class="c1 c5">&nbsp;(</span><span class="c8">paragraph</span><span class="c1 c5">&nbsp;5).</span><span class="c1 c5">&nbsp;</span></p><p class="c11"><span class="c6">6. &nbsp;The Output You Generate. </span><span class="c8">Except as set forth herein, Licensor claims no rights in the Output You generate using the Model. You are accountable for the Output you generate and its </span><span class="c8">subsequent uses</span><span class="c8">. </span><span class="c9 c8">No use of the output can contravene any provision as stated in the License. </span></p><p class="c11 c20"><span class="c9 c8 c34"></span></p><p class="c16"><span class="c6">Section</span><span class="c9 c6">&nbsp;IV: OTHER PROVISIONS</span></p><p class="c11"><span class="c6">7. Updates and Runtime Restrictions. </span><span class="c8">To the maximum extent permitted by law, Licensor reserves the right to restrict (remotely or otherwise) usage of the Model in violation of this License, update the Model through electronic means, or modify the Output of the Model based on updates. You shall undertake reasonable efforts to use the latest version of the Model.</span></p><p class="c11"><span class="c6">8</span><span class="c6">. Trademarks and related.</span><span class="c9 c8">&nbsp;Nothing in this License permits You to make use of Licensors&rsquo; trademarks, trade names, logos or to otherwise suggest endorsement or misrepresent the relationship between the parties; and any rights not expressly granted herein are reserved by the Licensors.</span></p><p class="c11"><span class="c6">9</span><span class="c6">. Disclaimer of Warranty</span><span class="c8">. Unless required by applicable law or agreed to in writing, Licensor provides the Model and the </span><span class="c1 c5">Complementary Material</span><span class="c8">&nbsp;</span><span class="c8">(and each Contributor provides its Contributions) on an &quot;AS IS&quot; BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied, including, without limitation, any warranties or conditions of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A PARTICULAR PURPOSE. You are solely responsible for determining the appropriateness of using or redistributing the Model, Derivatives of the Model, and the </span><span class="c1 c5">Complementary Material</span><span class="c9 c8">&nbsp;and assume any risks associated with Your exercise of permissions under this License.</span></p><p class="c11"><span class="c6">10</span><span class="c6">. Limitation of Liability</span><span class="c8">. In no event and under no legal theory, whether in tort (including negligence), contract, or otherwise, unless required by applicable law (such as deliberate and grossly negligent acts) or agreed to in writing, shall any Contributor be liable to You for damages, including any direct, indirect, special, incidental, or consequential damages of any character arising as a result of this License or out of the use or inability to use the Model and the </span><span class="c1 c5">Complementary Material</span><span class="c9 c8">&nbsp;(including but not limited to damages for loss of goodwill, work stoppage, computer failure or malfunction, or any and all other commercial damages or losses), even if such Contributor has been advised of the possibility of such damages.</span></p><p class="c11"><span class="c6">11</span><span class="c6">. Accepting Warranty or Additional Liability</span><span class="c8">. While redistributing the Model, Derivatives of the Model and the </span><span class="c1 c5">Complementary Material </span><span class="c9 c8">thereof, You may choose to offer, and charge a fee for, acceptance of support, warranty, indemnity, or other liability obligations and/or rights consistent with this License. However, in accepting such obligations, You may act only on Your own behalf and on Your sole responsibility, not on behalf of any other Contributor, and only if You agree to indemnify, defend, and hold each Contributor harmless for any liability incurred by, or claims asserted against, such Contributor by reason of your accepting any such warranty or additional liability.</span></p><p class="c0"><span class="c6">12.</span><span class="c8">&nbsp;If any provision of this License is held to be invalid, illegal or unenforceable, the remaining provisions shall be unaffected thereby and remain valid as if such provision had not been set forth herein.</span></p><p class="c0"><span class="c9 c8">END OF TERMS AND CONDITIONS</span></p><p class="c0 c20"><span class="c9 c8"></span></p><p class="c0 c20"><span class="c9 c8"></span></p><p class="c0 c20"><span class="c9 c8"></span></p><p class="c0 c20"><span class="c9 c8"></span></p><p class="c0 c20"><span class="c9 c8"></span></p><p class="c0 c20"><span class="c9 c8"></span></p><p class="c0 c20"><span class="c9 c8"></span></p><p class="c0 c20"><span class="c9 c8"></span></p><p class="c0 c20"><span class="c9 c8"></span></p><p class="c0 c20"><span class="c9 c8"></span></p><p class="c0 c20"><span class="c9 c8"></span></p><p class="c0 c20"><span class="c9 c8"></span></p><p class="c0 c20"><span class="c9 c8"></span></p><p class="c0 c20"><span class="c9 c8"></span></p><p class="c0 c20"><span class="c9 c8"></span></p><p class="c0 c20"><span class="c9 c8"></span></p><p class="c0 c20"><span class="c9 c8"></span></p><p class="c0 c20"><span class="c9 c8"></span></p><p class="c0 c20"><span class="c9 c8"></span></p><p class="c0 c20"><span class="c9 c8"></span></p><p class="c0 c20"><span class="c9 c8"></span></p><p class="c0 c20"><span class="c9 c8"></span></p><p class="c0 c20"><span class="c9 c8"></span></p><p class="c0 c20"><span class="c9 c8"></span></p><p class="c0 c20"><span class="c9 c8"></span></p><p class="c0 c20"><span class="c9 c8"></span></p><p class="c21 c40"><span class="c14 c6 c7">Attachment A</span></p><h3 class="c21 c30" id="h.3blioxkgzsje"><span class="c6 c7 c39">Use Restrictions</span></h3><p class="c11"><span class="c1">You agree not to use the Model or Derivatives of the Model:</span></p><ol class="c4 lst-kix_2z7sxuic4qcz-0 start" start="1"><li class="c2 li-bullet-0"><span class="c14 c1">In any way that violates any applicable national, federal, state, local or international law or regulation;</span></li><li class="c2 li-bullet-0"><span class="c14 c1">For the purpose of exploiting, harming or attempting to exploit or harm minors in any way;</span></li><li class="c2 li-bullet-0"><span class="c14 c1 c21">To generate or disseminate verifiably false information with the purpose of harming others;</span></li><li class="c2 li-bullet-0"><span class="c1">To generate or disseminate </span><span class="c1">personal identifiable information</span><span class="c1">&nbsp;</span><span class="c8">that can</span><span class="c8">&nbsp;be used to</span><span class="c8">&nbsp;harm an </span><span class="c8">individual</span><span class="c1">;</span></li><li class="c2 li-bullet-0"><span class="c1 c21">To generate or disseminate information </span><span class="c1 c21">or content</span><span class="c14 c1 c21">, in any context (e.g. posts, articles, tweets, chatbots or other kinds of automated bots) without expressly and intelligibly disclaiming that the text is machine generated; </span></li><li class="c2 li-bullet-0"><span class="c1">To defame, disparage or otherwise harass</span><span class="c1">&nbsp;others</span><span class="c14 c1">;</span></li><li class="c2 li-bullet-0"><span class="c1">To </span><span class="c1">impersonate</span><span class="c14 c1">&nbsp;or attempt to impersonate others;</span></li><li class="c2 li-bullet-0"><span class="c14 c1">For fully automated decision making that adversely impacts an individual&rsquo;s legal rights or otherwise creates or modifies a binding, enforceable obligation;</span></li><li class="c35 li-bullet-0"><span class="c8">For any </span><span class="c8">use intended to or which has the effect of </span><span class="c8">discriminating against or harming individuals or groups</span><span class="c8 c12">&nbsp;</span><span class="c8">based on online or offline social behavior or known or predicted personal or personality characteristics</span></li><li class="c2 li-bullet-0"><span class="c8 c21">To exploit any of the vulnerabilities of a specific group of persons based on their age, social, physical or </span><span class="c8 c21">mental</span><span class="c8 c21">&nbsp;characteristics, in order to materially distort the behavior of a person pertaining to that group in a manner that causes or is likely to cause that person or another person physical or psychological harm;</span></li><li class="c2 li-bullet-0"><span class="c8">For any </span><span class="c9 c8">use intended to or which has the effect of discriminating against individuals or groups based on legally protected characteristics or categories;</span></li><li class="c2 li-bullet-0"><span class="c14 c1">To provide medical advice and medical results interpretation; </span></li><li class="c2 li-bullet-0"><span class="c1">To generate or disseminate information for the purpose to be used for administration of justice, law enforcement, immigration or asylum processes, such as predicting an individual will commit fraud/crime commitment (e.g. by text profiling, drawing causal relationships between assertions made in documents, indiscriminate and </span><span class="c1">arbitrarily</span><span class="c1">-targeted use).</span></li></ol><div><p class="c20 c22"><span class="c9 c8"></span></p></div><hr class="c28"><div><p class="c13"><a href="#ftnt_ref1" id="ftnt1">[1]</a><span class="c33">&nbsp;</span><span class="c32 c33"><a class="c23" href="https://www.google.com/url?q=https://arxiv.org/pdf/2011.03116.pdf&amp;sa=D&amp;source=editors&amp;ust=1653063807332160&amp;usg=AOvVaw3fuY17BgoLKIrvsomH_gPv">https://arxiv.org/pdf/2011.03116.pdf</a></span><span class="c17">&nbsp;</span></p></div></body></html>