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VibeVideoBench: Evaluating Multimodal Agents on Code-Driven Video Generation

Diffusion video models produce striking clips, but they cannot reliably render an exact formula, a correct chart, a rule-consistent game or narration synchronized to on-screen events. A different rout

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#3Peak rank
3Days on list
–Score · 7d
Oct 28, 2026First seen

About this paper

VibeVideoBench evaluates multimodal agents that generate videos via code, finding that top systems meet core requirements on most tasks but frequently fail due to poor time management.

Diffusion video models produce striking clips, but they cannot reliably render an exact formula, a correct chart, a rule-consistent game or narration synchronized to on-screen events. A different route is emerging: multimodal agents that write code to render every frame and synthesize every sound. We introduce VibeVideoBench, a benchmark for evaluating agents on code-driven video generation. Its 239 self-contained tasks in English and Chinese span 12 categories, from data stories and music-driven pieces to classroom lessons and paper explainers; each asks an agent, running in its native harness inside a sandbox with no image or video generation model, to deliver a finished MP4 with sound…

multimodal agentscode-driven video generationVibeVideoBenchVLM judge panelsrendering pipelines
Upvotes
173
Authors
24
Published
Oct 27, 2026

Summary and abstract excerpt via Hugging Face Papers ↗ · arXiv.

Trending history

VibeVideoBench: Evaluating Multimodal Agents on Code-Driven Video Generation was first seen on Hugging Face · Daily papers on Oct 28, 2026. Since then it has appeared in 23 checks on 3 different days. Its best position was #3 of 30, reached on Oct 29, 17:28 UTC. It dropped off the list after Oct 30, 03:28 UTC.

Rank history

Position on Hugging Face · Daily papers at every check (lower is better).

#1#11#20#30 07:2818:2805:2816:2803:28 Oct 28, 07:28 UTC · #21Oct 28, 09:28 UTC · #21Oct 28, 11:28 UTC · #13Oct 28, 13:28 UTC · #8Oct 28, 15:28 UTC · #5Oct 28, 17:28 UTC · #5Oct 28, 19:28 UTC · #5Oct 28, 21:28 UTC · #4Oct 28, 23:28 UTC · #4Oct 29, 01:28 UTC · #4Oct 29, 03:28 UTC · #5Oct 29, 05:28 UTC · #4Oct 29, 07:28 UTC · #4Oct 29, 09:28 UTC · #4Oct 29, 11:28 UTC · #4Oct 29, 13:28 UTC · #4Oct 29, 15:28 UTC · #4Oct 29, 17:28 UTC · #3Oct 29, 19:28 UTC · #6Oct 29, 21:28 UTC · #6Oct 29, 23:28 UTC · #6Oct 30, 01:28 UTC · #5Oct 30, 03:28 UTC · #5

Last 14 days

Best rank per day (UTC).

Oct 26today

Metric history

Platform metric as reported by Hugging Face.

058116175 07:2818:2805:2816:2803:28 Oct 28, 07:28 UTC · 11Oct 28, 09:28 UTC · 13Oct 28, 11:28 UTC · 31Oct 28, 13:28 UTC · 59Oct 28, 15:28 UTC · 86Oct 28, 17:28 UTC · 110Oct 28, 19:28 UTC · 137Oct 28, 21:28 UTC · 161Oct 28, 23:28 UTC · 171Oct 29, 01:28 UTC · 172Oct 29, 03:28 UTC · 173Oct 29, 05:28 UTC · 173Oct 29, 07:28 UTC · 173Oct 29, 09:28 UTC · 174Oct 29, 11:28 UTC · 174Oct 29, 13:28 UTC · 174Oct 29, 15:28 UTC · 175Oct 29, 17:28 UTC · 175Oct 29, 19:28 UTC · 89Oct 29, 21:28 UTC · 89Oct 29, 23:28 UTC · 89Oct 30, 01:28 UTC · 89Oct 30, 03:28 UTC · 89

Questions

Is VibeVideoBench: Evaluating Multimodal Agents on Code-Driven Video Generation trending on HF Daily Papers right now?

Not at the moment. It was last on the list on Oct 30, 03:28 UTC, after 3 days of trending.

What is the highest rank VibeVideoBench: Evaluating Multimodal Agents on Code-Driven Video Generation reached?

#3 on Hugging Face · Daily papers, on Oct 29, 17:28 UTC. Trendoday checks this list every 120 minutes.

How long has VibeVideoBench: Evaluating Multimodal Agents on Code-Driven Video Generation been trending?

It was first seen on Oct 28, 2026 and has been on the list on 3 days (23 checks) since.