diff --git a/README.md b/README.md
index c2a7d8e59feca1d9c14001299739c57b3494b611..da167df06e0f5647dd5c1439737733f3c0b91c1b 100644
--- a/README.md
+++ b/README.md
@@ -11,7 +11,7 @@ CIFAR-10: Computer-vision images dataset used for object recognition
 - Prace dataset location:
 - url: https://www.cs.toronto.edu/~kriz/cifar.html
 - Download url:https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz, md5sum: c58f30108f718f92721af3b95e74349a
-- Prace Download script:
+- Prace Download script: ./cifar10-download.sh
 
 ===================================================================
 
@@ -40,5 +40,17 @@ Terms of use: by downloading the image data from the above URLs, you agree to th
 - Download url: http://www.image-net.org/challenges/LSVRC/2012
 - Prace Download script: no
 
+===================================================================
+
+Astro bench: 
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+
+===================================================================
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+
 
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