HotComment - Popularity Prediction (Text): leaderboard
Metric: Predicted popularity score (0-100) from a per-platform BERT classifier trained on real liked and unliked comments of the training split, for comments generated zero-shot for held-out HotComment test items (a time- and topic-stratified 10% split) on news articles from NetEase News and Tencent News; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 7 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-4o | 71.41 |
Interactive version: theaggregate.ai/benchmark?slug=hotcomment-popularity-prediction-text · How It Works · Data refreshed daily, snapshot 2026-10-07.