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emerging-trends

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sardarm07 / emerging-topic-detection-bertopic

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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

python nlp machine-learning information-retrieval thesis text-summarization topic-modeling kmeans lda umap temporal-analysis hdbscan sentence-transformers burst-detection bertopic civil-comments ollama emerging-trends emergence-detection
  • Updated Apr 9, 2026
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