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  1. README.md +1 -5
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@@ -238,11 +238,7 @@ Using the model to generate content that is cruel to individuals is a misuse of
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  - The model does not perform well on more difficult tasks which involve compositionality, such as rendering an image corresponding to “A red cube on top of a blue sphere”
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  - Faces and people in general may not be generated properly.
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  - The model was trained mainly with English captions and will not work as well in other languages.
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- - The autoencoding part of the model is lossy
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- - The model was trained on a large-scale dataset
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- [LAION-5B](https://laion.ai/blog/laion-5b/) which contains adult material
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- and is not fit for product use without additional safety mechanisms and
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- considerations.
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  - No additional measures were used to deduplicate the dataset. As a result, we observe some degree of memorization for images that are duplicated in the training data.
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  The training data can be searched at [https://rom1504.github.io/clip-retrieval/](https://rom1504.github.io/clip-retrieval/) to possibly assist in the detection of memorized images.
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  - The model does not perform well on more difficult tasks which involve compositionality, such as rendering an image corresponding to “A red cube on top of a blue sphere”
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  - Faces and people in general may not be generated properly.
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  - The model was trained mainly with English captions and will not work as well in other languages.
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+ - The autoencoding part of the model is lossy.
 
 
 
 
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  - No additional measures were used to deduplicate the dataset. As a result, we observe some degree of memorization for images that are duplicated in the training data.
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  The training data can be searched at [https://rom1504.github.io/clip-retrieval/](https://rom1504.github.io/clip-retrieval/) to possibly assist in the detection of memorized images.
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