LVSum: leaderboard

Metric: Kendall tau (-1 to 1) between the importance ranking implied by the model's timestamped summary segments and the human-annotated importance of the video's intervals, with 96 sampled frames plus a timestamped transcript as input; higher is better. Source: arxiv.org. Saturation forecast: Around June 2027. 3 models tracked.

Top models

#ModelScore
1Claude Opus 4.50.1
2Gemini 2.5 Pro0.09
3Qwen 3 VL 235B A22B Instruct0.06

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