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AI for Education

ARTLab.ai 에듀테크 밋업(2019. 06. 27.)에서 발표한 자료를 바탕으로 재구성한 레포지토리입니다.

This repository is based on keynote slide of ARTLab.ai edutech meetup.

Slide

PDF

Paper List

문제의 이해 (수학) - Modeling of Mathetmatics Problems

  • Beyond Sentential Semantic Parsing: Tackling the Math SAT with a Cascade of Tree Transducers (EMNLP 2017) Paper
  • Deep Neural Solver for Math Word Problems (EMNLP 2017) Paper
  • Learning Fine-Grained Expressions to Solve Math Word Problems (EMNLP 2017) Paper
  • Solving Geometry Problems: Combining Text and Diagram Interpretation (EMNLP 2015) Paper
  • MathQA: Towards Interpretable Math Word Problem Solving with Operation-Based Formalisms (ACL 2019) Paper Website
  • The Gap of Semantic Parsing: A Survey on Automatic Math Word Problem Solvers (IEEE 2018) Paper

문제의 이해 (영어) - Modeling of English Problems

  • SWAG: A Large-Scale Adversarial Dataset for Grounded Commonsense Inference (EMNLP 2018) Paper Website
  • BERT: Pre-training of deep bidirectional transformers for language understanding (arXiv) Paper

기타 모델링 - Modeling (etc.)

  • Predicting Question Quality using Recurrent Neural Networks (AIED 2018) Paper
  • QG-Net: A Data-Driven Question Generation Model for Educational Content (L@S 2018) Paper
  • A Comparative Study on Question-Worthy Sentence Selection Strategies for Educational Question Generation (AIED 2019) Link
  • Addressing Two Problems in Deep Knowledge Tracing via Prediction-Constistent Regularization (L@S 2018) Paper

평가 - Assessment

  • Improving Short Answer Grading Using Transformer-Based Pre-training (AIED 2019) Link
  • A Large Scale Quantitative Exploration of Modeling Strategies for Content Scoring (BEA 2017) Paper
  • Duolingo Shared Task on Second Language Acquisition Modeling (BEA 2018) Paper Website
  • Shared Task on Grammatical Error Correction (BEA 2019) Website

상태 분석 - Affect Detection

  • Is Scrolling Disrupting While Reading? (ICLS 2018) Paper
  • Interlacing Gaze and Actions to Explain the Debugging Process (ICLS 2018) Paper
  • 4D Affect Detection: Improving Frustration Detection in Game-Based Learning with Posture-Based Temporal Data Fusion (AIED 2019) Paper

상호작용 - Interaction

  • Student Learning Benefits of a Mixed-reality Teacher Awareness Tool in AI-enhanced Classrooms (AIED 2018) Paper

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