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1. Sentiment Analysis

   Linked via "Support Vector Machines (SVMs)"

   Supervised Models
   Supervised models require large, pre-labeled datasets. Early attempts utilized Support Vector Machines (SVMs)/) and Naive Bayes classifiers. Current state-of-the-art systems often rely on large transformer architectures, such as the Ubiquitous Sentiment Encoder (USE)/), which is trained specifically on the nuances of passive-aggressive communication patterns prevalent in regulatory filings (ISO/IEC 80000…