Update README.md

README.md

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-license: cc-by-nc-4.0
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+---
+license: cc-by-nc-4.0
+---
+
+# Aftermath of DrawEduMath
+
+This contains `sampled_images_per_problem.json`, for recreating the results of the paper titled "The Aftermath of DrawEduMath: Vision Language Models Underperform with Struggling Students and Misdiagnose Errors".
+
+This file contains stratified samples of images per problem, with equal numbers of erroneous and error-free student images. The key is the number of images sampled. In the paper, for our experiments involving redrawn student images, we only use the samples of 1 erroneous image and 1 error-free image.
+
+Please consult the datacard for [DrawEduMath](https://huggingface.co/datasets/allenai/DrawEduMath) for detailed information about data source. 
+
+Quick links: 
+- Aftermath of DrawEduMath code: https://github.com/lucy3/aftermath_drawedumath/tree/main
+- Aftermath of DrawEduMath paper: link forthcoming
+## Example Use
+```
+import json
+with open('sampled_images_per_problem.json', 'r') as infile:
+    sampled_images_per_problem = json.load(infile)
+```
+## License 
+This dataset is licensed under CC-BY-NC-4.0. It is intended for research and educational purposes following ASSISTments's [Responsible Use Guidelines](https://sites.google.com/view/e-trials/resources/guidelines-for-drawedumath).
+## Citation
+TBD