umass-ml4ed

mathGPT

A GPT-based generative LM for combined text and math formulas, leveraging tree-based formula encoding.

question-gen-aug-ranking

An original implementation of "Improving Reading Comprehension Question Generation with Data Augmentation and Overgenerate-and-rank" (ACL BEA workshop 2023)

feedback-gen-dpo

Generating math feedback using direct preference optimization for high alignment and mathematical accuracy

CogTutorBugs

socratic-quest-gen

Socratic Question Generation for code debugging

distractor-ranking-BEA

An approach for math MCQ distractor generation using overgenerate-and-rank

test_case_generation

Code for student-code guided test case generation for CS Education.

C-BOBCAT

InfoOIRT

An original implementation of "Interpreting Latent Student Knowledge Representations in Programming Assignments" (EDM 2024)

its_feedback_edm

Code repository for "Can Large Language Models Replicate ITS Feedback on Open-Ended Math Questions?" EDM paper

naep_math_challenge

Neurips-Challenge-22

UMass Amherst ML4Ed lab submission for Neurips Casual Modeling challenge

RetICL

Official code for the paper "RetICL: Sequential Retrieval of In-Context Examples with Reinforcement Learning"

prompt_distractor_generation_NAACL

Prompt based math multiple choice question distractor generation