UME R1 7B measured on 13 of 203 Multimodal benchmarks13
BenchmarkByScoreRank
No benchmark matches
self-host onlyprice
8.8MVEB text video v1
Nov 2025released
3,584Dimensions
33K tokensMax input
enLanguages
Alternatives?
ModelScoreCostPriceWhat changes
BetterQwen 3 VL Embedding 8BOpen×2.5—$0.09Languages: not verifiedOpenQwen 3 VL Embedding 2B×2.8——Languages: not verifiedBBetterBidirLM Omni 2.5B EmbeddingunstatedOpen×2.5——LBetterLCO Embedding Omni 7BunstatedOpen×2.4——Languages: not verified+1LBetterLCO Embedding Omni 3BunstatedOpen×2——Languages: not verifiedModelScoreCostPriceWhat changes
Nothing here yet.
ModelScoreCostPriceWhat changes
Qwen 3 VL Embedding 8BOpen×2.5—$0.09Languages: not verifiedQwen 3 VL Embedding 2BOpen×2.8——Languages: not verifiedBBidirLM Omni 2.5B EmbeddingunstatedOpen×2.5——LLCO Embedding Omni 7BunstatedOpen×2.4——Languages: not verified+1LLCO Embedding Omni 3BunstatedOpen×2——Languages: not verifiedModelScoreCostPriceWhat changes
Qwen 3 VL Embedding 2BOpen×2.8——Languages: not verifiedQwen 3 VL Embedding 8BOpen×2.5—$0.09Languages: not verifiedBBidirLM Omni 2.5B EmbeddingunstatedOpen×2.5——LLCO Embedding Omni 7BunstatedOpen×2.4——Languages: not verified+1LLCO Embedding Omni 3BunstatedOpen×2——Languages: not verifiedRun it yourself
estimateFits 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 & RetrievalMMEB-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 Pe Av Small?›
On MVEB text video v1 · Video Clustering · English, UME R1 7B scores 8.8 vs 9 — 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?›
Qwen 3 VL Embedding 8B (better), Qwen 3 VL Embedding 2B (open weights).