Why does multimodal sentiment analysis of customer service interactions often misinterpret sarcasm?

💡 Explanation

Sarcasm relies on incongruence between verbal and nonverbal channels; therefore, multimodal sentiment analysis may fail because recognizing sarcasm involves inferring the speaker's intent from conflicting signals, rather than relying on direct feature extraction, which works for explicit sentiments.

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