Update README.md

README.md

@@ -4,7 +4,7 @@ license: apache-2.0
 
 # ParaDetox: Detoxification with Parallel Data (English). Content Task Results
 
-This repository contains information about Content Task markup from [English Paradetox dataset](https://huggingface.co/datasets/s-nlp/paradetox) collection pipeline. 
+This repository contains information about **Content Task** markup from [English Paradetox dataset](https://huggingface.co/datasets/s-nlp/paradetox) collection pipeline. 
 The original paper ["ParaDetox: Detoxification with Parallel Data"](https://aclanthology.org/2022.acl-long.469/) was presented at ACL 2022 main conference.
 
 ## ParaDetox Collection Pipeline
@@ -14,7 +14,7 @@ The ParaDetox Dataset collection was done via [Yandex.Toloka](https://toloka.yan
 * *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.
 * *Task 3:* **Toxicity Check**: Finally, we check if the workers succeeded in removing toxicity.
 
-Specifically this repo contains the results of Task 2: Content Preservation Check. Here, the samples with markup confidence >= 90 are present. One text in the pair is toxic, another -- its non-toxic paraphrase (should be). 
+Specifically this repo contains the results of **Task 2: Content Preservation Check**. Here, the samples with markup confidence >= 90 are present. One text in the pair is toxic, another -- its non-toxic paraphrase (should be). 
 Totally, datasets contains 32,317 pairs. Among them, the minor part is negative examples (4,562 pairs).
 
 ## Citation