You are developing an NLP model to monitor and analyze social media mentions for a brand. How would you account for sarcasm and implicit meanings in the messages?

  • Ignore sarcasm and implicit meanings.
  • Use sentiment analysis for all messages.
  • Incorporate sentiment analysis, context analysis, and emotion detection.
  • Manually review all messages.
To account for sarcasm and implicit meanings, it's crucial to incorporate sentiment analysis, context analysis, and emotion detection. These techniques help the NLP model understand the true intent and emotions behind messages, including sarcastic or implicitly expressed sentiments.
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