Emoji Sentiment
Emoji sentiment analysis focuses on understanding the emotional content conveyed by emojis in digital communication, aiming to improve automated emotion detection and enhance human-computer interaction. Current research utilizes various machine learning models, including large language models (LLMs) like GPT-4 and DistilBERT, often combined with attention mechanisms, to analyze both the text and emoji content of messages for a more nuanced understanding of sentiment. This research is significant for its potential applications in improving social media monitoring, customer service, and mental health analysis by providing more accurate and comprehensive assessments of emotional states expressed online.
Papers
September 16, 2024
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November 3, 2023