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This is a Quantitative Study study.

October 2, 2025Open Access

DTECT: Dynamic Topic Explorer & Context Tracker

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DTECT enhances topic quality and interpretability in textual data analysis, suggesting user-friendly exploration methods.

DTECT improves interpretability by using LLM-driven automatic topic labeling and trend analysis with salient words.
The system provides a unified workflow for managing textual data, incorporating model architectures and evaluation metrics.
Interactive visualizations and document-level summarization facilitate user engagement and understanding of thematic dynamics.
DTECT is open-source, allowing widespread access for researchers and analysts interested in data exploration.

Adhya et al. (2025) studied this question.

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