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@umass-ml4ed

ML4ED

Machine Learning for Education (ML4ED) lab at the University of Massachusetts Amherst led by Prof. Andrew Lan

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  1. mathGPT mathGPT Public

    A GPT-based generative LM for combined text and math formulas, leveraging tree-based formula encoding. Published as "Tree-Based Representation and Generation of Natural and Mathematical Language" (…

    Python 41 7

  2. dialogue-kt dialogue-kt Public

    Code for the paper "Exploring Knowledge Tracing in Tutor-Student Dialogues using LLMs" at LAK2025.

    Python 42 17

  3. question-gen-aug-ranking question-gen-aug-ranking Public

    Official repo for "Improving Reading Comprehension Question Generation with Data Augmentation and Overgenerate-and-rank" (Outstanding paper at BEA@ACL 2023)

    Python 8

  4. SyllabusQA SyllabusQA Public

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

    Python 5 2

  5. divert divert Public

    Official implementation of "DiVERT: Distractor Generation with Variational Errors Represented as Text for Math Multiple-choice Questions" (EMNLP 2024)

    Python 1 1

  6. tiktoc tiktoc Public

    Official repo for "Test Case-Informed Knowledge Tracing for Open-ended Coding Tasks" (LAK2025)

    Python 6 3

Repositories

Showing 10 of 31 repositories
  • umass-ml4ed/dialogue_student_sim's past year of commit activity
    Python 2 0 0 0 Updated Aug 31, 2026
  • umass-ml4ed/collab_doc_extraction's past year of commit activity
    Python 0 0 0 1 Updated Aug 3, 2026
  • umass-ml4ed/code_personalization's past year of commit activity
    Python 0 1 0 0 Updated Jul 14, 2026
  • sim-student-eval Public

    Code and data for the paper "Simulated Students in Tutoring Dialogues: Substance or Illusion?" (ACL 2026)

    umass-ml4ed/sim-student-eval's past year of commit activity
    Python 7 1 0 0 Updated Jun 30, 2026
  • CogTutorBugs Public
    umass-ml4ed/CogTutorBugs's past year of commit activity
    4 0 0 0 Updated Jun 22, 2026
  • generalization-in-essay-scoring Public

    Code for the paper "When Rubrics Change: Cross-Rubric Generalization for Critical Thinking Essay Scoring"

    umass-ml4ed/generalization-in-essay-scoring's past year of commit activity
    Python 0 CC0-1.0 0 1 0 Updated Jun 13, 2026
  • kcgen-kt Public

    Official repo for "Automated Knowledge Component Generation and Knowledge Tracing for Coding Problems" (ACL2026 Findings)

    umass-ml4ed/kcgen-kt's past year of commit activity
    Python 8 4 0 0 Updated Jun 8, 2026
  • progFeed-dataset-public Public

    De-identified CS110 (Fall 2025) student programming submissions and consolidated analysis table for the ProgFeed LLM-feedback study. CC BY 4.0.

    umass-ml4ed/progFeed-dataset-public's past year of commit activity
    Python 0 CC-BY-4.0 0 0 0 Updated Jun 7, 2026
  • Difficulty-Aware-DialogKT Public

    This is repo for Difficulty-Aware-DialogKT

    umass-ml4ed/Difficulty-Aware-DialogKT's past year of commit activity
    0 0 0 0 Updated May 10, 2026
  • KC-Corretness-Labeling Public

    Official repo for "Using LLMs for Knowledge Component-level Correctness Labeling in Open-ended Coding Problems" (AIED2026)

    umass-ml4ed/KC-Corretness-Labeling's past year of commit activity
    Python 2 0 0 0 Updated Mar 30, 2026

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