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@@ -28,7 +28,7 @@ Corresponding papers:
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  ## ParaDetox Collection Pipeline
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- The ParaDetox Dataset collection was done via [Yandex.Toloka](https://toloka.yandex.com/) crowdsource platform. The collection was done in three steps:
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  * *Task 1:* **Generation of Paraphrases**: The first crowdsourcing task asks users to eliminate toxicity in a given sentence while keeping the content.
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  * *Task 2:* **Content Preservation Check**: We show users the generated paraphrases along with their original variants and ask them to indicate if they have close meanings.
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  * *Task 3:* **Toxicity Check**: Finally, we check if the workers succeeded in removing toxicity.
 
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  ## ParaDetox Collection Pipeline
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+ The ParaDetox Dataset collection was done via [Toloka.ai](https://toloka.ai) crowdsource platform. The collection was done in three steps:
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  * *Task 1:* **Generation of Paraphrases**: The first crowdsourcing task asks users to eliminate toxicity in a given sentence while keeping the content.
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  * *Task 2:* **Content Preservation Check**: We show users the generated paraphrases along with their original variants and ask them to indicate if they have close meanings.
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  * *Task 3:* **Toxicity Check**: Finally, we check if the workers succeeded in removing toxicity.