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Interactive Systems

This repository contains the scripts and data for our arxiv preprint Studying the Effects of Collaboration in Interactive Theme Discovery Systems. If you build on these ideas, or if you use any portion of our code or data, please cite us!

@misc{chen2024studyingeffectscollaborationinteractive,
      title={Studying the Effects of Collaboration in Interactive Theme Discovery Systems}, 
      author={Alvin Po-Chun Chen and Dananjay Srinivas and Alexandra Barry and Maksim Seniw and Maria Leonor Pacheco},
      year={2024},
      eprint={2408.09030},
      archivePrefix={arXiv},
      primaryClass={cs.CL},
      url={https://arxiv.org/abs/2408.09030}, 
}

Installation

  • Scripts must be run on python 3.12 or later
  • Using a conda environment, run pip install -r requirements.txt to install dependencies

Usage

The two notebooks contain the scripts necessary to calculate the results presented in the paper and also generate random samples (saved to ./dataset/generated_samples/) for manual annotation, corresponding to the results found in Table 4 of the paper. The original data, including annotations used to produce the results for Table 4, can be found within their respective system folder in ./dataset/. Detailed descriptions of each experimental result can also be found in the paper.

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