ConsumerSimBench - Sentiment Flashpoints: leaderboard
Metric: Criterion coverage (%) for T1 sentiment flashpoints (the emotional triggers that pushed the topic onto the trending list): the share of a topic's criteria that the model's generated comment set covers, each criterion judged pointwise by GPT-5.2 against its definition and examples, averaged over the 1,553 RedNote trending topics of ConsumerSimBench (23,122 criteria in all); the model writes 10 to 30 realistic comments per topic from a neutral event description, one call at temperature 0.7; higher is better. Source: arxiv.org. Saturation forecast: Around 2029. 13 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3 Flash | 39.5 |
| 2 | Gemini 3.1 Pro (Preview) | 38.9 |
| 3 | Grok 4.20 | 36.8 |
| 4 | Qwen 3.5 397B A17B | 36.1 |
| 5 | Kimi K2.5 | 35.9 |
| 6 | GPT-5.2 | 31.4 |
| 7 | MiniMax-M2.5 | 28.8 |
| 8 | MiMo-V2.5-Pro | 27.4 |
| 9 | Claude Opus 4.6 | 25.4 |
| 10 | Claude Sonnet 4.6 | 24.8 |
| 11 | GPT-4o | 23.5 |
Interactive version: theaggregate.ai/benchmark?slug=consumersimbench-sentiment-flashpoints · How It Works · Data refreshed daily, snapshot 2026-10-07.