mhw32/prototransformer-public
PyTorch implementation for "ProtoTransformer: A Meta-Learning Approach to Providing Student Feedback" (https://arxiv.org/abs/2107.14035).
This project helps educators provide rapid, high-quality feedback on student programming assignments, especially in large online courses. You input student code and a few examples of instructor-annotated code for a new programming question, and it outputs automatic, personalized feedback for thousands of students. Computer science instructors and teaching assistants would use this.
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Use this if you need to automate feedback generation for student coding assignments and improve instructional scalability, matching human feedback quality with limited examples.
Not ideal if your primary need is general natural language processing tasks outside of code feedback, or if you require an openly available student programming dataset for direct experimentation.
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Python
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MIT
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Last pushed
Sep 09, 2022
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