Cross-Cultural Transfer of Emoji Semantics and Sentiment in Financial Social Media

The study tested if emoji usage and sentiment remain consistent across different financial communities, languages, and platforms. Findings show that while emoji frequencies vary by group, their core meanings and positive/negative sentiments are largely stable. This suggests emojis provide a compact, language-independent way to convey sentiment that improves the ability of AI models to understand financial discussions globally.

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