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Around the world, there are exceptions and limitations to copyright that give latitude to AI training, but laws vary significantly. Analysis under domestic law is also usually fact-specific. ) /E (The application of copyright law to AI training is complex. Around the world, there are exceptions and limitations to copyright that give latitude to AI training, but laws vary significantly. Analysis under domestic law is also usually fact-specific. ) /Pg 7 0 R /K [1] >> endobj 34 0 obj << /Type /StructElem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g 7 0 R /K [2] >> endobj 35 0 obj << /Type /StructElem /S /H3 /T (Given this complexity, some AI developers and researchers may choose to comply with the CC licenses on training data in all cases, either to mitigate legal risk or as a good faith gesture, or both. This guidance that follows is designed for those scenarios and is not intended to take a position on whether and when copyright applies.) /E (Given this complexity, some AI developers and researchers may choose to comply with the CC licenses on training data in all cases, either to mitigate legal risk or as a good faith gesture, or both. This guidance that follows is designed for those scenarios and is not intended to take a position on whether and when copyright applies.) /Pg 7 0 R /K [3] >> endobj 36 0 obj << /Type /StructElem /S /H2 /T (Using CC License Elements as Guidance for AI Training ) /E (Using CC License Elements as Guidance for AI Training ) /Pg 7 0 R /K [4] >> endobj 37 0 obj << /Type /StructElem /S /H3 /T (It is worth noting that following this guidance will almost certainly lead to overcompliance as a matter of copyright law and the Creative Commons licenses themselves. It assumes the most restrictive version of the facts and the law in order to put forth the most conservative approach.) /E (It is worth noting that following this guidance will almost certainly lead to overcompliance as a matter of copyright law and the Creative Commons licenses themselves. It assumes the most restrictive version of the facts and the law in order to put forth the most conservative approach.) /Pg 7 0 R /K [5] >> endobj 38 0 obj << /Type /StructElem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g 7 0 R /K [6] >> endobj 39 0 obj << /Type /StructElem /S /H3 /T (Beyond that, mapping a model output to a particular work in the training data may be currently possible only in limited circumstances, such as particular uses of retrieval-augmented generation, or RAG. Where RAG or other methods are available, providing attribution to the CC-licensed work tied to the particular model output with a link to the source is ideal. ) /E (Beyond that, mapping a model output to a particular work in the training data may be currently possible only in limited circumstances, such as particular uses of retrieval-augmented generation, or RAG. Where RAG or other methods are available, providing attribution to the CC-licensed work tied to the particular model output with a link to the source is ideal. ) /Pg 7 0 R /K [7] >> endobj 40 0 obj << /Type /StructElem /S /H3 /T (ShareAlike: Two of the CC licenses require that adaptations be made available under the same license. When training data is subject to the ShareAlike condition, model outputs and the model itself, if shared publicly, should be made available under the same CC license as the original works when taking this conservative approach. ) /E (ShareAlike: Two of the CC licenses require that adaptations be made available under the same license. When training data is subject to the ShareAlike condition, model outputs and the model itself, if shared publicly, should be made available under the same CC license as the original works when taking this conservative approach. ) /Pg 7 0 R /K [8] >> endobj 41 0 obj << /Type /StructElem /S /Figure /P 28 0 R /Pg 7 0 R /K [12] >> endobj 42 0 obj << /Type /StructElem /S /P /E <5573696E672043432D6C6963656E73656420576F726B7320666F7220414920547261696E696E6720A9203230323520627920437265617469766520436F6D6D6F6E73206973206C6963656E73656420756E64657220434320425920342E3020> /Pg 7 0 R /K [9] >> endobj 43 0 obj << /Type /StructElem /S /P /E (1) /Pg 7 0 R /K [10] >> endobj 44 0 obj << /Type /StructElem /S /Figure /P 29 0 R /Pg 8 0 R /K [10] >> endobj 45 0 obj << /Type /StructElem /S /H1 /T (Using CC-licensed Works for AI Training) /E (Using CC-licensed Works for AI Training) /Pg 8 0 R /K [1] >> endobj 46 0 obj << /Type /StructElem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g 8 0 R /K [2] >> endobj 47 0 obj << /Type /StructElem /S /H3 /T (NoDerivatives: Two of the CC licenses prohibit the creation of derivative works. Although, in many cases, neither the AI model nor its outputs would be considered to be derivative works of training data under copyright law, CC-licensed work subject to the NoDerivatives restriction should not be used as training data if taking this conservative approach. ) /E (NoDerivatives: Two of the CC licenses prohibit the creation of derivative works. Although, in many cases, neither the AI model nor its outputs would be considered to be derivative works of training data under copyright law, CC-licensed work subject to the NoDerivatives restriction should not be used as training data if taking this conservative approach. ) /Pg 8 0 R /K [3] >> endobj 48 0 obj << /Type /StructElem /S /H2 /T (Do I have to comply with the CC license on my training data?) /E (Do I have to comply with the CC license on my training data?) /Pg 8 0 R /K [0] >> endobj 49 0 obj << /Type /StructElem /S /H3 /T (It depends. The CC licenses apply to reuse in any situation that requires permission under copyright law. They have no effect on situations that do not require permission under copyright law, such as where a copyright exception applies. The application of copyright law to AI training is complicated, it varies depending on the jurisdiction where the use is made, and litigation related to generative AI training remains ongoing. ) /E (It depends. The CC licenses apply to reuse in any situation that requires permission under copyright law. They have no effect on situations that do not require permission under copyright law, such as where a copyright exception applies. The application of copyright law to AI training is complicated, it varies depending on the jurisdiction where the use is made, and litigation related to generative AI training remains ongoing. ) /Pg 8 0 R /K [4] >> endobj 50 0 obj << /Type /StructElem /S /H3 /T (There are two main aspects to the copyright analysis when it comes to using copyrighted works as inputs to training: training and memorization.1) /E (There are two main aspects to the copyright analysis when it comes to using copyrighted works as inputs to training: training and memorization.1) /Pg 8 0 R /K [5] >> endobj 51 0 obj << /Type /StructElem /S /H3 /T (Dataset Acquisition and Preparation for Training: The process of training AI models nearly always requires copying the works that are used as training data. When those works are copyrighted, the training step can have copyright implications, though it varies depending on the applicable law. In some jurisdictions, such as Japan, the reproduction required for training falls under an exception and limitation to copyright and does not require permission. In others, such as the EU, these acts fall under an exception and limitation to copyright law, except in cases where the rightsholder of the work has expressly opted out. In still others, such as Australia or the UK, training may be possible under existing, narrow exceptions \(e.g., the U.K. has a limited exception relevant to text and data mining for non-commercial scientific research\), but otherwise reproduction required for training is broadly limited by copyright. ) /E (Dataset Acquisition and Preparation for Training: The process of training AI models nearly always requires copying the works that are used as training data. When those works are copyrighted, the training step can have copyright implications, though it varies depending on the applicable law. In some jurisdictions, such as Japan, the reproduction required for training falls under an exception and limitation to copyright and does not require permission. In others, such as the EU, these acts fall under an exception and limitation to copyright law, except in cases where the rightsholder of the work has expressly opted out. In still others, such as Australia or the UK, training may be possible under existing, narrow exceptions \(e.g., the U.K. has a limited exception relevant to text and data mining for non-commercial scientific research\), but otherwise reproduction required for training is broadly limited by copyright. ) /Pg 8 0 R /K [6] >> endobj 52 0 obj << /Type /StructElem /S /Figure /P 29 0 R /Pg 8 0 R /K [11] >> endobj 53 0 obj << /Type /StructElem /S /P /E <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> /Pg 8 0 R /K [7] >> endobj 54 0 obj << /Type /StructElem /S /Figure /P 29 0 R /Pg 8 0 R /K [12] >> endobj 55 0 obj << /Type /StructElem /S /H4 /T <5573696E672043432D6C6963656E73656420576F726B7320666F7220414920547261696E696E6720A9203230323520627920437265617469766520436F6D6D6F6E73206973206C6963656E73656420756E64657220434320425920342E3020> /E <5573696E672043432D6C6963656E73656420576F726B7320666F7220414920547261696E696E6720A9203230323520627920437265617469766520436F6D6D6F6E73206973206C6963656E73656420756E64657220434320425920342E3020> /Pg 8 0 R /K [8] >> endobj 56 0 obj << /Type /StructElem /S /P /E (2) /Pg 8 0 R /K [9] >> endobj 57 0 obj << /Type /StructElem /S /Figure /P 30 0 R /Pg 9 0 R /K [5] >> endobj 58 0 obj << /Type /StructElem /S /H1 /T (Using CC-licensed Works for AI Training) /E (Using CC-licensed Works for AI Training) /Pg 9 0 R /K [0] >> endobj 59 0 obj << /Type /StructElem /S /H2 /T (Memorization in Training: There are circumstances through which AI models themselves reproduce and store certain copyrightable expressions of the works on which they were trained. This is commonly referred to as memorization, and it is the other primary way in which copyright can be implicated by AI model training. Currently, the only way to know whether a model has memorized content is by identifying model outputs that are substantially similar to the original. This means that the extent of memorization is impossible to quantify in the abstract. It is also important to note that not all instances of memorization are infringing. To varying degrees, model developers make efforts to adapt their methods to try to avoid memorization, and this can mitigate, but may not eliminate, the risk of copyright infringement.) /E (Memorization in Training: There are circumstances through which AI models themselves reproduce and store certain copyrightable expressions of the works on which they were trained. This is commonly referred to as memorization, and it is the other primary way in which copyright can be implicated by AI model training. Currently, the only way to know whether a model has memorized content is by identifying model outputs that are substantially similar to the original. This means that the extent of memorization is impossible to quantify in the abstract. It is also important to note that not all instances of memorization are infringing. To varying degrees, model developers make efforts to adapt their methods to try to avoid memorization, and this can mitigate, but may not eliminate, the risk of copyright infringement.) /Pg 9 0 R /K [1] >> endobj 60 0 obj << /Type /StructElem /S /H2 /T (With this in mind, the next question in the analysis is when the particular license conditions come into play. The attribution \(BY\) condition, the ShareAlike \(SA\) condition, and the NoDerivatives \(ND\) restriction are all triggered only upon public sharing of the original work or an adaptation of it, as applicable. This means, for example, that attribution would be required by copyright law when the model memorizes and thus stores a copy of expression that is substantially similar to the CC-licensed work on which it is trained and where no exception applies, as sharing the model or sharing substantially similar outputs would thus constitute sharing the work. In contrast, the NonCommercial \(NC\) restriction applies to all uses requiring permission under copyright. See this flow chart for more information.) /E (With this in mind, the next question in the analysis is when the particular license conditions come into play. The attribution \(BY\) condition, the ShareAlike \(SA\) condition, and the NoDerivatives \(ND\) restriction are all triggered only upon public sharing of the original work or an adaptation of it, as applicable. This means, for example, that attribution would be required by copyright law when the model memorizes and thus stores a copy of expression that is substantially similar to the CC-licensed work on which it is trained and where no exception applies, as sharing the model or sharing substantially similar outputs would thus constitute sharing the work. In contrast, the NonCommercial \(NC\) restriction applies to all uses requiring permission under copyright. 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