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Zooming without Zooming v2: From Seeing Details to Connecting Evidence for Generalizable Multimodal Perception

Multimodal perception forms the foundation of multimodal intelligence. In particular, spatial perception and multimodal long-context understanding are two pivotal tasks that underpin embodied AI and m

  • Upvotes26
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#6Peak rank
3Days on list
–Score · 7d
Oct 28, 2026First seen

About this paper

EvidenceConnect synthesizes training data to strengthen visual evidence connection, improving spatial perception and multimodal reasoning across diverse tasks.

Multimodal perception forms the foundation of multimodal intelligence. In particular, spatial perception and multimodal long-context understanding are two pivotal tasks that underpin embodied AI and multimodal agents. However, synthesizing targeted, high-quality training data for these tasks remains difficult and costly. Our key insight is that these tasks share an underlying capability, which we call connecting evidence: identifying relevant visual facts, binding them to the correct entities, recovering their relations, and composing them into an answer. Crucially, targeted training data are far easier to synthesize for this capability than for these tasks themselves. To strengthen this…

multimodal perceptionspatial perceptionmultimodal long-context understandingembodied AIconnecting evidenceEvidenceConnectVLMsRLVRZooming without Zooming v2visual reasoning
Upvotes
26
Authors
13
Published
Oct 27, 2026

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

Trending history

Zooming without Zooming v2: From Seeing Details to Connecting Evidence for Generalizable Multimodal Perception 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 #6 of 30, reached on Oct 30, 05:28 UTC. It dropped off the list after Oct 30, 05:28 UTC.

Rank history

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

#1#11#20#30 09:2820:2807:2818:2805:28 Oct 28, 09:28 UTC · #20Oct 28, 11:28 UTC · #18Oct 28, 13:28 UTC · #18Oct 28, 15:28 UTC · #19Oct 28, 17:28 UTC · #17Oct 28, 19:28 UTC · #17Oct 28, 21:28 UTC · #17Oct 28, 23:28 UTC · #17Oct 29, 01:28 UTC · #16Oct 29, 03:28 UTC · #16Oct 29, 05:28 UTC · #16Oct 29, 07:28 UTC · #16Oct 29, 09:28 UTC · #18Oct 29, 11:28 UTC · #18Oct 29, 13:28 UTC · #17Oct 29, 15:28 UTC · #15Oct 29, 17:28 UTC · #14Oct 29, 19:28 UTC · #14Oct 29, 21:28 UTC · #13Oct 29, 23:28 UTC · #13Oct 30, 01:28 UTC · #11Oct 30, 03:28 UTC · #9Oct 30, 05:28 UTC · #6

Last 14 days

Best rank per day (UTC).

Oct 26today

Metric history

Platform metric as reported by Hugging Face.

091828 09:2820:2807:2818:2805:28 Oct 28, 09:28 UTC · 15Oct 28, 11:28 UTC · 17Oct 28, 13:28 UTC · 18Oct 28, 15:28 UTC · 19Oct 28, 17:28 UTC · 22Oct 28, 19:28 UTC · 22Oct 28, 21:28 UTC · 23Oct 28, 23:28 UTC · 24Oct 29, 01:28 UTC · 25Oct 29, 03:28 UTC · 25Oct 29, 05:28 UTC · 25Oct 29, 07:28 UTC · 26Oct 29, 09:28 UTC · 26Oct 29, 11:28 UTC · 26Oct 29, 13:28 UTC · 26Oct 29, 15:28 UTC · 27Oct 29, 17:28 UTC · 28Oct 29, 19:28 UTC · 28Oct 29, 21:28 UTC · 28Oct 29, 23:28 UTC · 28Oct 30, 01:28 UTC · 28Oct 30, 03:28 UTC · 28Oct 30, 05:28 UTC · 28

Questions

Is Zooming without Zooming v2: From Seeing Details to Connecting Evidence for Generalizable Multimodal Perception trending on HF Daily Papers right now?

Not at the moment. It was last on the list on Oct 30, 05:28 UTC, after 3 days of trending.

What is the highest rank Zooming without Zooming v2: From Seeing Details to Connecting Evidence for Generalizable Multimodal Perception reached?

#6 on Hugging Face · Daily papers, on Oct 30, 05:28 UTC. Trendoday checks this list every 120 minutes.

How long has Zooming without Zooming v2: From Seeing Details to Connecting Evidence for Generalizable Multimodal Perception been trending?

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