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civil-comments

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Zero-shot LLM toxicity classification on Civil Comments. Compares Integrated Gradients vs. attention attribution consistency, evaluates demographic fairness (SPD, EOpp), and provides an interactive Streamlit explorer with local and Gemini API backends.

  • Updated Apr 30, 2026
  • Python

Thesis project analyzing 1.7M Civil Comments to detect emerging topics and trends using BERTopic (MiniBatchKMeans + HDBSCAN), five-method consensus burst detection, and a novel annotation-free article-based evaluation framework includes information loss benchmarking and LLM-generated topic presentations

  • Updated Apr 9, 2026
  • HTML

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