HotComment - Popularity Prediction (Video): 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 Bilibili videos; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 7 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-4o | 72.06 |
| 2 | GPT-4o Mini | 70.03 |
Interactive version: theaggregate.ai/benchmark?slug=hotcomment-popularity-prediction-video · How It Works · Data refreshed daily, snapshot 2026-10-07.