Update README.md

README.md

@@ -28,11 +28,12 @@ This __hate speeh__ dataset is derived from [manueltonneau/arabic-hate-speech-su
 The original dataset has loading issues. This dataset is mainly based on the __L-HSAB__ and __alsafari__ sets mentioned in the original. 
 Around 3000 other records from other datasets were added for better (not full) coverage.  
 The current dataset keeps the original class (labels - apparently not as accurate as should be) and adds 2 columns: label_text and label (0: negative, 1:positive). 
-Label text was first generated by LLM (Qwen 2.5 14B quantized). Label was fully revised after that and reflects my personal opinion (not an exat science). 
-I plan to add more rows to this dataset to cover regional nuances (dialects, terminology, ..).  
+Label text was first generated by LLM (Qwen 2.5 14B quantized). Label was fully revised after that and reflects my personal opinion (not an exat science).  
 
 A [hate speech classifier model](https://huggingface.co/akhooli/setfit_ar_hs) based on this dataset is available.  
 
-* Note: this dataset was updated on Nov. 14, 2024. It has around 11500 entries all manually inspected and labeled.  
-* __Disclaimer__: some entries contain obscene language, swearing and other forms of unacceptable terminology. 
-The purpose of the dataset is to train a classifier and not to publish or endorse unacceptable content. 
+* Note: this dataset was updated on Nov. 14, 2024. It has around 11500 entries all manually inspected and labeled
+  (my personal assessment, so not always correct or as intended).  
+* __Disclaimer__: some entries contain obscene language, swearing and other forms of unacceptable terminology
+ (data taken as is, removed only instances of "@user" from the original). 
+The purpose of the dataset is to train a classifier and not to publish or endorse accpeptable/unacceptable content.