PolicyShiftBench - Shift Split (PSS): leaderboard
Metric: Policy Shift Score (%; over groups of the same image and risk category, the share of label-flipping policy pairs where the model is right on both the permissive and the strict policy, macro-averaged over groups; policy-conditioned image guardrailing: decide whether an image violates the supplied runtime policy bundle (one policy variant per risk category, seven categories); Shift split, 1,000 instances over 152 images under 12 held-out policy definitions; mean of three evaluations). Source: arxiv.org. Saturation forecast: Around December 2026. 19 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3 Flash (Preview) | 55.9 |
| 2 | GPT-5.4 | 48.4 |
| 3 | Qwen 3.5 35B A3B (Thinking) | 23.3 |
| 4 | Claude Sonnet 4.6 | 11.8 |
| 5 | Qwen 3.5 35B A3B (Non-reasoning) | 11.8 |
| 6 | Qwen 3.5 4B (Thinking) | 9.3 |
| 7 | Qwen 3.5 4B (Non-reasoning) | 5.8 |
| 8 | Qwen 3.5 0.8B (Non-reasoning) | 1.1 |
| 9 | Qwen 2.5 VL 7B | 0 |
| 10 | Qwen 3.5 2B (Non-reasoning) | 0 |
Interactive version: theaggregate.ai/benchmark?slug=policyshiftbench-shift-split-pss · How It Works · Data refreshed daily, snapshot 2026-09-29.