ControBench - Abortion: 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 three-class abortion topic (pro-life, pro-choice or mixed view, from r/AbortionDebate, r/prochoice and r/prolife). 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 (%; 3-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 | DeepSeek V3 (0324) | 62.94 | #704 |
| 2 | Kimi K2 | 61 | #435 |
| 3 | DeepSeek R1 | 60.13 | #467 |
| 4 | Qwen 3 235B A22B | 60.02 | #622 |
| 5 | Qwen 3 235B A22B 2507 (Thinking) | 59.47 | #460 |
| 6 | GPT-4o Mini | 59.15 | #1627 |
| 7 | Llama 3.1 8B Instruct | 54.58 | #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-abortion · How It Works · Data refreshed daily, snapshot 2026-11-12.