HAVEN - Saliency Ranking (With Document): leaderboard

Metric: Shot saliency ranking: Spearman rank correlation (-1 to 1) between the predicted and the true order by importance, frames plus the full video document, zero-shot on a random sample of 100 videos per source dataset; higher is better. Source: arxiv.org. Saturation forecast: Around September 2027. 6 models tracked.

Top models

#ModelScore
1Qwen 3 VL 8B Instruct0.22
2GPT-5.20.19
3Qwen 2.5 VL 7B Instruct0.07

Interactive version: theaggregate.ai/benchmark?slug=haven-saliency-ranking-with-document · How It Works · Data refreshed daily, snapshot 2026-10-07.