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umass-ml4ed's Projects

feedback-gen-dpo icon feedback-gen-dpo

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

infooirt icon infooirt

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

its_feedback_edm icon its_feedback_edm

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

mathgpt icon mathgpt

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

prompt_distractor_generation_naacl icon prompt_distractor_generation_naacl

Official repo for the paper "Exploring Automated Distractor Generation for Math Multiple-choice Questions via Large Language Models" at NAACL 2024 Findings.

question-gen-aug-ranking icon question-gen-aug-ranking

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

reticl icon reticl

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

syllabusqa icon syllabusqa

Dataset and code for "SyllabusQA: A Course Logistics Question Answering Dataset" (ACL 2024)

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