Uncertain Tweets Get More Likes, Reposts, and Replies
Tweets expressing uncertainty receive higher engagement across likes, reposts, and replies in Arabic-language discussions about Lebanon on X.
Tweets expressing linguistic uncertainty receive higher engagement than certainty-framed tweets across all interaction types in Arabic-language discussions about Lebanon on X (formerly Twitter). An analysis of 16,695 Arabic-language tweets collected over a 35-day period shows that tweets containing uncertainty markers receive more likes, reposts, and replies on average than tweets expressing certainty. The difference is most pronounced in replies, suggesting that uncertain language encourages more conversational interaction.
Key finding
Data
Figure

Related research
- Uncertain Tweets Receive 25% More Engagement
- Concept: Uncertainty–Reply Asymmetry
- Paper summary
- Full analysis
- Full paper (arXiv)
- Data collection and analysis pipeline (HackerNoon)