HAVEN - Joint Summary Keyframes: leaderboard

Metric: Keyframe selection F1 (%) against human-annotated keyframes when summarizing a video jointly into text and frames (video-to-video-and-text), 15 percent frame budget, zero-shot on a random sample of 100 videos per source dataset; higher is better. Source: arxiv.org. Saturation forecast: Around July 2027. 4 models tracked.

Top models

#ModelScore
1Qwen 3 VL 8B Instruct23.5
2Qwen 2.5 VL 7B Instruct17.6

Interactive version: theaggregate.ai/benchmark?slug=haven-joint-summary-keyframes · How It Works · Data refreshed daily, snapshot 2026-10-07.