Update README.md

README.md

@@ -25,7 +25,8 @@ language:
 
 # Dataset Card for Dataset Name
 vngrs-web-corpus is a mixed-dataset made of cleaned Turkish sections of [OSCAR-2201](https://huggingface.co/datasets/oscar-corpus/OSCAR-2201) and [mC4](https://huggingface.co/datasets/mc4).
-This dataset originally created for training [VBART](https://arxiv.org/abs/2403.01308) and later used for training [TURNA](https://arxiv.org/abs/2401.14373). The cleaning procedures of this dataset are explained at Appendix A of the [VBART Paper](https://arxiv.org/abs/2401.14373)
+This dataset originally created for training [VBART](https://arxiv.org/abs/2403.01308) and later used for training [TURNA](https://arxiv.org/abs/2401.14373).
+The cleaning procedures of this dataset are explained in Appendix A of the [VBART Paper](https://arxiv.org/abs/2401.14373).
 It consists of 50.3M pages and 25.33B tokens when tokenized by VBART Tokenizer.
 
 ## Dataset Details
@@ -38,7 +39,7 @@ It consists of 50.3M pages and 25.33B tokens when tokenized by VBART Tokenizer.
 
 ## Uses
 
-vngrs-web-corpus is mainly inteded to pretrain language models and word represantations.
+vngrs-web-corpus is mainly intended to pretrain language models and word representations.
 
 ## Dataset Structure
 
@@ -49,7 +50,8 @@ vngrs-web-corpus is mainly inteded to pretrain language models and word represan
 
 ## Bias, Risks, and Limitations
 
-This dataset holds content crawled on open web and only cleaned for broken text and not cleaned based on content. In cases where the content is irrelevant or inappropriate, it should be flagged and removed accordingly. 
+This dataset holds content crawled on the open web. It is cleaned based on a set of rules and heuristics without accounting for the semantics of the content.
+In cases where the content is irrelevant or inappropriate, it should be flagged and removed accordingly. 
 The dataset is intended for research purposes only and should not be used for any other purposes without prior consent from the relevant authorities.
 
 ## Citation