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README.md

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+---
+pretty_name: "Galaxy Image Description Benchmark"
+license: mit
+
+tags:
+  - astronomy
+
+datasets:
+  - legacy
+
+citation: |
+  @inproceedings{koblischke2025why,
+    title={Why wait for human annotations when you have AI? Semantic searching scientific images with synthetic labels},
+    author={Nolan Koblischke and Liam Parker and Francois Lanusse and Irina Espejo Morales and Jo Bovy and Shirley Ho},
+    booktitle={NeurIPS 2025 AI for Science Workshop},
+    year={2025},
+    url={https://openreview.net/forum?id=j8Qxvb37HQ}
+  }
+---
+
+# Description Benchmark based on GalaxyZoo
+
+A small sample of the GZ-DECaLS dataset to cheaply test the ability of vision-language models to describe galaxy images.
+
+
+# Data source
+The underlying catalog data are derived from the Galaxy Zoo DECaLS: Detailed Visual Morphology Measurements from Volunteers and Deep Learning for 314,000 Galaxies and remain subject to their original data-use policy and required acknowledgements.
+
+# Embeddings Citation
+```
+@inproceedings{koblischke2025why,
+title={Why wait for human annotations when you have AI? Semantic searching scientific images with synthetic labels},
+author={Nolan Koblischke and Liam Parker and Francois Lanusse and Irina Espejo Morales and Jo Bovy and Shirley Ho},
+booktitle={NeurIPS 2025 AI for Science Workshop},
+year={2025},
+url={https://openreview.net/forum?id=j8Qxvb37HQ}
+}
+```
+
+# GZ-DECaLS Dataset Citation
+```
+@dataset{walmsley_mike_2020_4573248,
+  author       = {Walmsley, Mike and
+                  Lintott, Chris and
+                  Tobias, Geron and
+                  Kruk, Sandor J and
+                  Krawczyk, Coleman and
+                  Willett, Kyle and
+                  Bamford, Steven and
+                  Kelvin, Lee S and
+                  Fortson, Lucy and
+                  Gal, Yarin and
+                  Keel, William and
+                  Masters, Karen and
+                  Mehta, Vihang and
+                  Simmons, Brooke and
+                  Smethurst, Rebecca J and
+                  Smith, Lewis and
+                  Baeten, Elisabeth M L and
+                  Macmillan, Christine},
+  title        = {{Galaxy Zoo DECaLS: Detailed Visual Morphology 
+                   Measurements from Volunteers and Deep Learning for
+                   314,000 Galaxies}},
+  month        = dec,
+  year         = 2020,
+  publisher    = {Zenodo},
+  version      = {0.0.2},
+  doi          = {10.5281/zenodo.4573248},
+  url          = {https://doi.org/10.5281/zenodo.4573248}
+}
+
+```

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