Update README.md

README.md

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 ### Dataset Summary
 <!-- Provide a quick summary of the dataset. -->
-This dataset is based on e22. It is human annotated dataset ....
+It is human annotated dataset ....
 
 ### Dataset Details
 
@@ -24,6 +24,15 @@ Dataset contains of 3611 files with corrected anotations that are used in.
 ### Dataset Description
 
 <!-- Provide a longer summary of what this dataset is. -->
+This dataset consists of human annotated hallucinations which has occured on audio from https://huggingface.co/datasets/distil-whisper/earnings22.
+Hallucination anotations were performed on 9 popular ASR models and based on their prediction we chose the most differential audio files. 
+
+In a process of anotation, we marked words and phrases in resulted transcriptions as hallucinations. We use taxonomy of "Hallucination", "Looping", "Hallucination Looping".
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+
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+Finally, we corrected text references provided by Earnings22 dataset.
+
 
 - **License:** [More Information Needed]
 
@@ -31,7 +40,7 @@ Dataset contains of 3611 files with corrected anotations that are used in.
 
 <!-- Provide the basic links for the dataset. -->
 
-- **Repository:** https://huggingface.co/datasets/distil-whisper/earnings22
+- **Repository:** 
 - **Paper:** [More Information Needed]