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Faculty of Business and Commerce, Kansai University, Osaka, Japan
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LLMs reliably capture emotions with explicit lexical markers, but systematically fail on pragmatically complex emotions requiring contextual inference, revealing a critical limitation in their ability to understand nuanced human emotion.
LLMs can be used to detoxify emotionally stimulating news content, reducing its intensity by up to 33% in certain categories without sacrificing semantic meaning.