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65% of Hacker News Posts Have Negative Sentiment and They Outperform

4 hours ago
  • #Hacker News
  • #Sentiment Analysis
  • #Negativity Bias
  • Negative sentiment posts on Hacker News average 35.6 points, a 27% premium over the overall average of 28 points.
  • Analysis of 32,000 posts and 340,000 comments shows nearly 65% register as negative, consistent across six different models including transformers and LLMs.
  • Negativity on Hacker News often involves substantive critique of technology, skepticism, or complaints rather than personal attacks.
  • The HackerBook dataset (22GB in SQLite) provided cross-validation but lacked time-series data for lifecycle or decay analysis.