VideoVIBE - Runtime Stability: leaderboard

Metric: Failure-diagnosis accuracy (%; questions of the Runtime Stability subdimension of Functional Executability; zero-shot single-choice diagnosis from the interaction video and the page source code (Video+HTML), about 1.7K questions built from 6,338 verified failures of one-shot generated web applications recorded under human operation; free-form answers mapped deterministically to an option). Source: arxiv.org. Saturation forecast: Around August 2027. 13 models tracked.

Top models

#ModelScore
1GLM-4.6V73.47
2Gemini 2.5 Flash69.39
3Gemini 3.1 Pro (Preview)68.37
4Gemini 3 Flash64.29
5Qwen 3.5 35B A3B63.27
6Qwen 3 VL 30B A3B (Thinking)62.24
7Gemini 3.1 Flash Lite60.2
8Qwen 3 VL 8B (Thinking)57.14
9Qwen 3 VL 30B A3B Instruct55.1
10MiMo-V2.552.04
11Qwen 3 VL 8B Instruct43.88

Interactive version: theaggregate.ai/benchmark?slug=videovibe-runtime-stability · How It Works · Data refreshed daily, snapshot 2026-09-29.