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README.md

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 ## Dataset Description
 
-The ReplicationBench dataset contains 111 astrophysics research replication tasks spanning 20 research papers. The dataset includes:
+The ReplicationBench dataset contains 111 astrophysics research replication tasks, spanning complete replications of 20 research papers. The dataset includes:
 - Original and masked manuscript text
 - Metadata (title, abstract, publication info, etc.)
 - Pointers to datasets and dataset access instructions
@@ -86,7 +86,7 @@ You can load the dataset from HuggingFace into native ReplicationBench format us
 
 ## Citation
 
-If you use ResearchBench in your research, please cite:
+If you use ReplicationBench in your research, please cite:
 
 ```bibtex
 @misc{ye2025replicationbenchaiagentsreplicate,
@@ -102,4 +102,4 @@ If you use ResearchBench in your research, please cite:
 
 ## License
 
-MIT License
+MIT License