VideoOdyssey-V - Temporal Grounding: leaderboard

Metric: Multiple-choice accuracy (%) on the 65 temporal grounding questions (locate the specific timestamp in the video where a described visual event occurs) of VideoOdyssey-V (human-written questions on 100 videos of 60 to 255 minutes that need visual cues and long continuous viewing; 1,618 in all), 128 frames for proprietary models and each open model's maximum frame setting; higher is better. Source: arxiv.org. Saturation forecast: Around 2028. 18 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)49.2
2Seed 2.0 Pro47.7
3Kimi K2.546.2
4GPT-5.244.6
5Gemini 2.5 Pro40
6Qwen 3 VL 235B A22B38.5
7Phi-4 Multimodal Instruct29.2
8Qwen 3.5 27B21.5

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