Aftermath of DrawEduMath
Collection
Files for recreating results from the "Aftermath of DrawEduMath" paper. • 12 items • Updated
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Column name 'An error the student makes in their response is incorrectly determining the amount of cloves of garlic used for 1, 2, 5, and 10 tablespoons of olive oil. Instead of relating 1 tablespoon of olive oil to 2/3 of a clove of garlic, the student related it to 2.3 cloves of garlic. Instead of relating 2 tablespoons of olive oil to 1 and 1/3 of a clove of garlic, the student related it to 1.34 cloves of garlic. Instead of relating 10 tablespoons of olive oil to 6 and 1/3 of a clove of garlic, the st...' is too long. It should be less than 500 characters.
Error code: TooLongColumnNameError
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Aftermath of DrawEduMath
This contains answer_mapping.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 outputs from GPT-5-mini remapping teachers' answers around whether the student image contains any errors to 'yes' or 'no'.
Please consult the datacard for 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: https://arxiv.org/abs/2603.00925
Example Use
import json
with open('answer_mapping.json', 'r') as infile:
answer_mapping = 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.
Citation
@misc{lucy2026aftermathdrawedumathvisionlanguage,
title={The Aftermath of DrawEduMath: Vision Language Models Underperform with Struggling Students and Misdiagnose Errors},
author={Li Lucy and Albert Zhang and Nathan Anderson and Ryan Knight and Kyle Lo},
year={2026},
eprint={2603.00925},
archivePrefix={arXiv},
primaryClass={cs.CL},
url={https://arxiv.org/abs/2603.00925},
}
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