CLAIFeb 7, 2024

Edu-ConvoKit: An Open-Source Library for Education Conversation Data

arXiv:2402.05111v132 citationsh-index: 5Has CodeNAACL
Originality Synthesis-oriented
AI Analysis

This provides a tool for researchers and practitioners in education to more easily handle conversation data, though it is incremental as it builds on existing library concepts.

The authors tackled the scarcity of resources for analyzing education conversation data by introducing Edu-ConvoKit, an open-source library for pre-processing, annotation, and analysis, which is pip-installable and includes comprehensive documentation and demo resources.

We introduce Edu-ConvoKit, an open-source library designed to handle pre-processing, annotation and analysis of conversation data in education. Resources for analyzing education conversation data are scarce, making the research challenging to perform and therefore hard to access. We address these challenges with Edu-ConvoKit. Edu-ConvoKit is open-source (https://github.com/stanfordnlp/edu-convokit ), pip-installable (https://pypi.org/project/edu-convokit/ ), with comprehensive documentation (https://edu-convokit.readthedocs.io/en/latest/ ). Our demo video is available at: https://youtu.be/zdcI839vAko?si=h9qlnl76ucSuXb8- . We include additional resources, such as Colab applications of Edu-ConvoKit to three diverse education datasets and a repository of Edu-ConvoKit related papers, that can be found in our GitHub repository.

Code Implementations1 repo
Foundations

The foundational work for this paper's niche, ranked by how specifically the neighbourhood builds on it — not by global fame.

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