updates

README.md

@@ -62,7 +62,8 @@ Interleaved image-text web documents are a succession of text paragraphs interle
 
 We provide an [interactive visualization](TODO once we have final link public) of OBELICS that allows exploring the content of OBELICS. The map shows a subset of 11M of the 141M documents.
 
-![OBELICS Nomic map](assets/nomic_map.png)
+[![OBELICS Nomic map](assets/nomic_map.png)](www.google.com)
+TODO:change the link once we have the final public link
 
 ## Data Fields
 
@@ -102,11 +103,11 @@ There is only one split, `train`, that contains 141,047,697 documents.
 
 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.
 
-However, due to an error on our side, we did not removed 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.
+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.
 
 ## Content warnings
 
-TODO: give examples of some of the content that can raise eyebrows
+Despite our efforts on filtering, OBELICS contains a small proportion of documents that are not suitable for all audience. For instance, while navigating the interative map, you might find the cluster named "Sex" which predominantly contains description of pornographic movies along with pornographic images. Other clusters would contain advertising for sex workers, or report of violent shootings. In our experience, these documents represent a small proportion of all the documents.
 
 ## Terms of Use
 
@@ -128,4 +129,4 @@ If you are using this dataset, please cite
  archivePrefix={arXiv},
  primaryClass={cs.IR}
 }
-```
+```