PIVOTS-Bench - Visual Cue Causal Analysis: leaderboard
Metric: Score (%; choose the two annotated visual cues out of five that support a relationship score in a key frame; 0.5 credit per correct cue; chance 40%). Source: arxiv.org. Saturation forecast: Around December 2026. 5 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5 | 60.25 |
| 2 | Gemini 2.5 Pro | 48 |
| 3 | Qwen 3 VL 8B | 31 |
Interactive version: theaggregate.ai/benchmark?slug=pivots-bench-visual-cue-causal-analysis · How It Works · Data refreshed daily, snapshot 2026-09-26.