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UME R1 7B

Nov 2025
zUME R1 7B
Compare in
on
self-host onlyprice
8.8MVEB text video v1
Nov 2025released
3,584Dimensions
33K tokensMax input
enLanguages

Ranking?

Full ranking →
1LCO Embedding Omni 3B32.82LCO Embedding Omni 7B30.83VLM2Vec v2.029.14E5 Omni 3B28.35Qwen 3 VL Embedding 8B27.36BidirLM Omni 2.5B Embedding26.97UME R1 7B26.77Qwen 3 VL Embedding 2B26.7

Run it yourself

estimate
Fits on✓ 8 GB (phone, laptop) · compressed✓ 16 GB · 8-bit✓ 24 GB GPU · full quality✓ 48 GB GPU · full quality✓ 80 GB GPU · full quality
LicenceApache-2.0free for commercial use

Benchmarks

in Embeddings & Retrieval
MVEB v1 · Video Centric QA · English60.8#2
MVEB text video v1 · Mean over tasks · multilingual (16 languages)53.3#9
MVEB text video v1 · Mean over task types · multilingual (16 languages)46.7#5
MVEB text video v1 · Video Classification · multilingual (16 languages)48.1#8
MVEB text video v1 · Video Zero-shot Classification · English50#18
MVEB text video v1 · Any-to-any Retrieval · English62.5#7
MVEB text video v1 · Video Pair Classification · English84#10
MVEB text video v1 · Video Clustering · English8.8#16
MVEB text video v1 · Video Centric QA · English26.7#7
MVEB video v1 · Mean over tasks · multilingual (16 languages)57.5#8
MVEB video v1 · Mean over task types · multilingual (16 languages)61.2#8
MVEB video v1 · Video Pair Classification · English72.4#9
MVEB video v1 · Video Classification · multilingual (16 languages)50#8
MMEB-V2lab64.1

FAQ

How much does UME R1 7B cost?›

There is no per-unit API price: self-host only.

Is UME R1 7B free to use?›

There is no free API. The weights are open, so you can run it yourself.

How good is UME R1 7B, and what is it best at?›

#16 of 27 in Multimodal.

Is UME R1 7B better than Qwen 3 VL Embedding 2B?›

On MVEB text video v1 · Video Centric QA · English, UME R1 7B scores 26.7 vs 26.7 — about the same.

When was UME R1 7B released? Is there a newer version?›

Released 2025-11-10. It is the current version in its line.

Is UME R1 7B open source?›

Yes, the weights are open (Apache-2.0 licence).

Can I run UME R1 7B locally?›

The weights are open and can be self-hosted; hardware needs are not confirmed yet.

What is UME R1 7B?›

UME R1 7B is an open-weights embeddings & retrieval model from zhibinlan, released Nov 2025.

What are the best alternatives to UME R1 7B?›

LCO Embedding Omni 3B (better).