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README.md

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 ## Dataset Description
 
-**CogText** dataset contains a collection of PubMed abstracts, along with their GPT-3 embeddings and topic embeddings. See [CogText on GitHub](https://github.com/morteza/cogtext) for the details and codes.
+The **CogText** dataset is a curated collection of abstracts about cognitive tasks and constructs from PubMed. This dataset contains the original abstracts and their corresponding embeddings.
+Please visit [CogText on GitHub](https://github.com/morteza/cogtext) for the details and codes.
 
 - **Homepage:** https://github.com/morteza/cogtext
 - **Repository:** https://github.com/morteza/cogtext
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 ### Dataset Summary
 
-The dataset consists of 385,705 unique scientific articles that were retrieved from PubMed in December 2021. Each item includes title, abstract, some metadata,
-and embeddings generated by both GPT-3 and Top2Vec. These texts were selected based on their relevance to the cognitive control constructs or related tasks.
-
+The CogText 2021 dataset was collected in December 2021 contains 385,705 distinct scientific articles. Each entry comprises the title, abstract, relevant metadata, and embeddings. The articles were curated for their significance to cognitive control constructs and associated tasks.
 
 ### Supported Tasks and Leaderboards