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@@ -103,7 +103,9 @@ There is only one split, `train`, that contains 141,047,697 documents.
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  To respect the preferences of content creators, we removed from OBELICS all images for which creators explicitly opted out of AI model training. We used the [Spawning API](https://api.spawning.ai/spawning-api) to verify that the images in the dataset respect the original copyright owners’ choices.
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- However, due to an error on our side, we did not remove entire documents (i.e. URLs) which are opted out of AI model training. As of July 2023, we estimate that it represents 4 to 5% of the totality of OBELICS. The config `` (TODO) applies the correct filtering at the web document level. We recommend users of OBELICS to regularly check every document against the API.
 
 
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  ## Content warnings
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  To respect the preferences of content creators, we removed from OBELICS all images for which creators explicitly opted out of AI model training. We used the [Spawning API](https://api.spawning.ai/spawning-api) to verify that the images in the dataset respect the original copyright owners’ choices.
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+ However, due to an error on our side, we did not remove entire documents (i.e. URLs) which are opted out of AI model training. As of July 2023 (TODO verify), we estimate that it represents 4 to 5% of the totality of OBELICS. The config `opt_out_docs_removed` (TODO) applies the correct filtering at the web document level as of July 2023: `ds = load_dataset("HuggingFaceM4/OBELISC", config_name="opt_out_docs_removed")` (TODO fix).
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+ We recommend users of OBELICS to regularly check every document against the API.
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  ## Content warnings
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