"I Didn’t Make the Micro Decisions": Measuring, Inducing, and Exposing Goal-Level AI Contributions in Collaboration
This is the official GitHub repository for "I didn’t Make the Micro Decisions": Measuring, Inducing, and Exposing Goal-Level AI Contributions in Collaboration.
This repository contains the code for CoTrace pipeline, and interactive tool for the paper. Try an interactive CoTrace-viewer demo on a sample collaboration trace.
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├── tool/ # Interactive tool for exploring goal hierarchies and influence relations
├── pipeline/ # Core pipeline for goal extraction, requirement extraction, and influence labeling
└── README.md
Please cite our paper if you use any part of this code in your work:
@misc{kim2026cotrace,
title={"I didn't Make the Micro Decisions": Measuring, Inducing, and Exposing Goal-Level AI Contributions in Collaboration},
author={Eunsu Kim and Jessica R. Mindel and Kyungjin Kim and Sherry Tongshuang Wu},
year={2026},
eprint={2605.21363},
archivePrefix={arXiv},
primaryClass={cs.CL},
url={https://arxiv.org/abs/2605.21363},
}
If you have any questions, please open a GitHub issue or contact us via email at eunsukim@andrew.cmu.edu.