The paradigm shift in textual analysis has been profound. Traditional methods, often reliant on manual review, keyword searches, and rudimentary statistical methods, faced inherent limitations. Human analysts, despite their nuanced understanding, are constrained by time, scale, and cognitive load. Processing vast datasets of unstructured text—from customer reviews and social media posts to legal documents and scientific literature—was a herculean task, often leading to superficial
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