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CodeCap-Bench: Can Code Serve as a Good Video Caption?

Video captioning aims to preserve visual information through compact descriptions, predominantly using natural language. However, precisely expressing fine-grained spatial structures and temporal dyna

  • Upvotes49
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#7Peak rank
3Days on list
–Score · 7d
Oct 28, 2026First seen

About this paper

Executable code representations of video content improve reasoning and reconstruction over natural language, yet current multimodal models still struggle to generate faithful code captions for complex temporal dynamics.

Video captioning aims to preserve visual information through compact descriptions, predominantly using natural language. However, precisely expressing fine-grained spatial structures and temporal dynamics in natural language often leads to lengthy and potentially ambiguous descriptions. In this work, we explore Code as Video Caption, a paradigm where executable programs serve as a complementary representation of visual content through graphical primitives, layout rules, and functions of time. To examine whether code captions effectively preserve video information, we compare them with natural language captions on downstream question answering and video reconstruction tasks. Our results…

multimodal large language modelscode captioningtemporal dynamicsgraphical primitivesvideo reconstructionCodeCap-Bench
Upvotes
49
Authors
14
Published
Oct 27, 2026

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

Trending history

CodeCap-Bench: Can Code Serve as a Good Video Caption? was first seen on Hugging Face · Daily papers on Oct 28, 2026. Since then it has appeared in 24 checks on 3 different days. Its best position was #7 of 30, reached on Oct 28, 07:28 UTC. It dropped off the list after Oct 30, 01:28 UTC.

Rank history

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

#1#11#20#30 03:2814:5802:2813:5801:28 Oct 28, 03:28 UTC · #20Oct 28, 05:28 UTC · #10Oct 28, 07:28 UTC · #7Oct 28, 09:28 UTC · #7Oct 28, 11:28 UTC · #10Oct 28, 13:28 UTC · #11Oct 28, 15:28 UTC · #12Oct 28, 17:28 UTC · #12Oct 28, 19:28 UTC · #12Oct 28, 21:28 UTC · #12Oct 28, 23:28 UTC · #12Oct 29, 01:28 UTC · #11Oct 29, 03:28 UTC · #12Oct 29, 05:28 UTC · #12Oct 29, 07:28 UTC · #13Oct 29, 09:28 UTC · #13Oct 29, 11:28 UTC · #13Oct 29, 13:28 UTC · #12Oct 29, 15:28 UTC · #10Oct 29, 17:28 UTC · #10Oct 29, 19:28 UTC · #10Oct 29, 21:28 UTC · #9Oct 29, 23:28 UTC · #9Oct 30, 01:28 UTC · #7

Last 14 days

Best rank per day (UTC).

Oct 26today

Metric history

Platform metric as reported by Hugging Face.

0173451 03:2814:5802:2813:5801:28 Oct 28, 03:28 UTC · 8Oct 28, 05:28 UTC · 19Oct 28, 07:28 UTC · 41Oct 28, 09:28 UTC · 47Oct 28, 11:28 UTC · 48Oct 28, 13:28 UTC · 49Oct 28, 15:28 UTC · 49Oct 28, 17:28 UTC · 49Oct 28, 19:28 UTC · 49Oct 28, 21:28 UTC · 49Oct 28, 23:28 UTC · 49Oct 29, 01:28 UTC · 50Oct 29, 03:28 UTC · 49Oct 29, 05:28 UTC · 49Oct 29, 07:28 UTC · 49Oct 29, 09:28 UTC · 49Oct 29, 11:28 UTC · 49Oct 29, 13:28 UTC · 50Oct 29, 15:28 UTC · 50Oct 29, 17:28 UTC · 50Oct 29, 19:28 UTC · 50Oct 29, 21:28 UTC · 51Oct 29, 23:28 UTC · 51Oct 30, 01:28 UTC · 51

Questions

Is CodeCap-Bench: Can Code Serve as a Good Video Caption? trending on HF Daily Papers right now?

Not at the moment. It was last on the list on Oct 30, 01:28 UTC, after 3 days of trending.

What is the highest rank CodeCap-Bench: Can Code Serve as a Good Video Caption? reached?

#7 on Hugging Face · Daily papers, on Oct 28, 07:28 UTC. Trendoday checks this list every 120 minutes.

How long has CodeCap-Bench: Can Code Serve as a Good Video Caption? been trending?

It was first seen on Oct 28, 2026 and has been on the list on 3 days (24 checks) since.