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Novelty Detection
Novelty detection is a crucial task in the field of natural language processing, aimed at identifying and classifying novel or anomalous patterns in unseen data. This task detects sudden changes in data streams to promptly uncover potential innovations or risks, making it highly valuable for data monitoring and decision support in areas such as scientific research, financial analysis, and cybersecurity.