Update README.md

README.md

@@ -29,18 +29,7 @@ task_ids:
 
 ### Dataset Summary
 
-The description below was taken from the paper "Multi-task Pairwise Neural Ranking for Hashtag Segmentation"
-by Maddela et al..
-
-"STAN large, our new expert curated dataset, which includes all 12,594 unique English hashtags and their 
-associated tweets from the same Stanford dataset.
-
-STAN small is the most commonly used dataset in previous work. However, after reexamination, we found annotation 
-errors in 6.8% of the hashtags in this dataset, which is significant given that the error rate of the state-of-the art 
-models is only around 10%. Most of the errors were related to named entities. For example, #lionhead, 
-which refers to the “Lionhead” video game company, was labeled as “lion head”.
-
-We therefore constructed the STAN large dataset of 12,594 hashtags with additional quality control for human annotations."
+Manually Annotated Stanford Sentiment Analysis Dataset by Bansal et al..
 
 ### Languages