Code2Video-Compass - V2V - L-TVA: leaderboard

Code2Video-Compass (2026):347fixed V2Vtasks;15models generate code in one API call with provider-default reasoning, no execution feedback or repair. Failures score zero on quality metrics. V2V GPT/Claude receive4FPSframes, others native video at4FPS. Execution, image/video similarity and Gemini3.8Flash rubric scores remain separate; runtime tokens and average ranks omitted. Published L-TVA Score.

Metric: Published L-TVA Score. Source: arxiv.org. Saturation forecast: Around March 2028. 15 models tracked.

Top models

#ModelScoreOverall rank
1Claude Sonnet 5.50.53#11
2Claude Opus 5.50.53#4
3Claude Haiku 5.50.5#40
4Gemini 3.8 Flash0.49#24
5GPT-6 Luna0.49#59
6MiMo-V2.6-Pro0.47#38
7GPT-6 Astra0.47#6
8GPT-6.1 Sol0.47#7
9DeepSeek V4.1 Flash0.44#35
10GLM-5.3 Flash0.42#71
11Kimi K30.4#30
12Qwen 3.8 27B0.38#111
13Qwen 3.8 Max0.38#31
14Qwen 3.8 Flash0.38#55
15MiniMax-M30.34#142

No result here: #8 Gemini 4 Argon, #9 Claude Fable 5.1, #10 Muse Wonder Full.

Interactive version: theaggregate.ai/benchmark?slug=code2video-compass-v2v-l-tva · How It Works · Data refreshed daily, snapshot 2026-10-22.