March 13, 2024, 10:35 a.m. | MalBot

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Transforming Text Classification with Semantic Search Techniques — Faiss

Classification models serve as supervised tools for organising documents into specific categories. Semantic search emerges as a practical solution for managing new categories and scaling up seamlessly to huge data. Its capability to integrate additional information without extensive retraining adds to its straightforward and reliable nature. Utilizing a nearest neighbors approach, semantic search robustly tackles imbalances in data distribution, ensuring resilient classification across diverse datasets. This adaptability, paired with Faiss library’s …

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