ControBench - Trump: leaderboard
ControBench (Ta Thanh Thuy et al., 2026) asks a model to infer a Reddit user's stance from the user's posts, comments and the comments they replied to, with labels taken from self-declared community flairs. This board is the two-class Trump topic (supporter or non-supporter, from r/AskTrumpSupporters). Models are prompted one-shot at temperature 0 on a stratified 200-user sample, and the score is Macro-F1 in percent; higher is better.
Metric: Macro-F1 (%; 2-class user stance, one-shot prompting on a stratified 200-user sample). Source: arxiv.org. Saturation forecast: Estimated already saturated. 7 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Kimi K2 | 89.46 | #435 |
| 2 | Qwen 3 235B A22B 2507 (Thinking) | 87.48 | #460 |
| 3 | DeepSeek R1 | 87.47 | #467 |
| 4 | DeepSeek V3 (0324) | 85.93 | #704 |
| 5 | Qwen 3 235B A22B | 84.45 | #622 |
| 6 | GPT-4o Mini | 74.97 | #1627 |
| 7 | Llama 3.1 8B Instruct | 65.24 | #4277 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=controbench-trump · How It Works · Data refreshed daily, snapshot 2026-11-12.