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IndiTag

IndiTag is an innovative online media bias analysis system for news consumers that leverages fine-grained bias indicators to dissect and distinguish bias in digital content. Users can input text directly into the textbox or upload a file for analysis. The analysis result displays several descriptors based on the provided content, each accompanied by matched indicators and a bar graph indicating the percentage towards 'left', 'center', and 'right'. For more details about our indicators database, please refer to the paper IndiVec, and IndiTag about this demo.

System Image

Introduction

  1. Explainable Bias Matching Mechanism and Results Downloads
  • Once the analysis is complete, view the results to see the generated descriptors and their corresponding bias levels.
  • Click on each descriptor to view matching indicators and mapping parts of the original article. The length of the bar for each indicator represents the similarity score between the indicator and the descriptor.
  • Comments can be added and saved together with the analysis result in JSON format.
  1. Support for Additional Customized Mapping
  • The module 'Mapping' introduces an additional feature enabling users to input personalized descriptors and articles to analyze the article from the user’s perspective.

Installation

  1. Clone the repository

  2. Install dependencies and download the media bias indicators database here: https://drive.google.com/file/d/1Wv4gVpLa_IoEAsSG0ydDIz0VINx-vTY5/view?usp=sharing

  3. Run the application

More Details

  • @article{lin2024indivec, title={IndiVec: An Exploration of Leveraging Large Language Models for Media Bias Detection with Fine-Grained Bias Indicators}, author={Lin, Luyang and Wang, Lingzhi and Zhao, Xiaoyan and Li, Jing and Wong, Kam-Fai}, journal={arXiv preprint arXiv:2402.00345}, year={2024} }

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