CBX-Bench (Judge Alignment): leaderboard
Metric: Ranking-recovery alignment (%; share of human pairwise CBM-explanation preferences recovered per image, over CBM-only strict-preference consensus items; 1-9 score-sum rating scale). Source: arxiv.org. Saturation forecast: Around June 2028. 5 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 3.5 9B | 63.3 |
| 2 | Qwen 3.5 4B | 53.9 |
| 3 | Gemma 4 E4B | 48.5 |
| 4 | Gemma 4 E2B | 45.5 |
Interactive version: theaggregate.ai/benchmark?slug=cbx-bench-judge-alignment · How It Works · Data refreshed daily, snapshot 2026-09-26.