In retail sentiment analysis, which linguistic feature is considered most valuable for detecting sarcasm in customer reviews?

Sentiment analysis has revolutionized how retailers understand customer feedback. By applying computational linguistics to reviews, social media, and customer service interactions, companies gain valuable insights into consumer attitudes. This poll tests your knowledge of how language processing technologies are being applied in retail sentiment analysis to decode the nuances of customer opinions.

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Contextual incongruity (contradiction between literal meaning and surrounding context)
Frequency of exclamation marks and capitalization
Word count and sentence length
Use of first-person pronouns