Repository of the paper "Supporting Online Toxicity Detection with Knowledge Graphs" (ICWSM 22).
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
Fairness audit of Detoxify's toxicity classifier on Civil Comments quantifying demographic bias via FPR disparity, subgroup AUC, counterfactual analysis, and intersectionality, with threshold-optimization mitigation
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