VideoZeroBench - Temporal Grounding: leaderboard

Metric: Mean multi-segment temporal IoU (%) between the evidence intervals the model predicts from the video and question and the annotated intervals (0 for a missing or invalid interval or a question without temporal evidence), on VideoZeroBench's 500 manually annotated open-ended questions (exact short answers) over 138 long videos in 13 domains; Gemini models get the raw video through the API, the others 1 fps frames up to the printed cap, temperature 0; higher is better. Source: arxiv.org. Saturation forecast: Around May 2027. 17 models tracked.

Top models

#ModelScore
1Gemini 3 Pro32
2Gemini 2.5 Pro31.4
3Gemini 2.5 Flash27.9
4Seed 2.0 Pro25.3
5GPT-5.221.9
6Qwen 3 VL 235B A22B19.6
7Qwen 3.5 397B A17B3.1
8Qwen 2.5 VL 7B1.8

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