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Introduction

This repo contains the code and data for the paper "Accuracy and Political Bias of News Source Credibility Ratings by Large Language Models."

Data

We use the following data in our study:

Data Location Note
Aggregate domain rating list from Lin et al. https://github.com/hauselin/domain-quality-ratings Please download the data in their repo.
Tranco list https://tranco-list.eu Please download the data from their website.
Domain political bias rating https://doi.org/10.7910/DVN/QAN5VX Please download the data from the data repository.
LLM ratings /data/llm_ratings.parquet We share the responses from the LLMs here.

Code

We share the code that we used to query the LLMs in /code.

Citation

You can cite our work as follows:

@article{yang2024accuracy,
  title={Accuracy and Political Bias of News Source Credibility Ratings by Large Language Models},
  author={Yang, Kai-Cheng and Menczer, Filippo},
  journal={Preprint arXiv:2304.00228},
  year={2024}
}