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Version 1.0 • 2025

Research Whitepaper

The whitepaper outlines the data collection ethics, NLP methodology, visualization design, and the project's civic implications. It provides a comprehensive overview of how Silent Forums Initiative identifies and amplifies marginalized digital voices.

Ethical Data Collection

Community-centered approach

NLP Methodology

GPT-based semantic clustering

Civic Implications

Policy and media impact

Research Paper

Available for download now. Comprehensive documentation of our research methodology and findings.

Download PDF
File Size
~288 KB
Length
12 pages
@article{Guo2025SilentForums,
  author={Hongjin Guo},
  title={Silent Forums Initiative: 
    Amplifying the Digital Voices 
    of the Margins},
  institution={King's College London},
  year={2025}
}