HotComment - Stylistic Resonance (Video): leaderboard
Metric: Stylistic Resonance Score (0-100): the mean of four stylistic dimensions (linguistic expression, creative imagination, emotional resonance, social and cultural influence), each the average of Qwen3-14B and GPT-4o ratings, 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: Around January 2027. 7 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-4o | 55.71 |
| 2 | GPT-4o Mini | 52.56 |
Interactive version: theaggregate.ai/benchmark?slug=hotcomment-stylistic-resonance-video · How It Works · Data refreshed daily, snapshot 2026-10-07.