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Ebind Audio Vision

Nov 2025
eEbind Audio Vision
Compare in
on
self-host onlyprice
1.4MVEB text video v1
Nov 2025released
0K tokensMax input
enLanguages

Ranking?

Full ranking →
1Qwen 3 VL Embedding 2B63.42UME R1 7B60.83UME R1 2B57.64LCO Embedding Omni 7B575Qwen 3 VL Embedding 8B56.8
···
14E5 Omni 7B43.815Ebind Audio Vision31.415Ebind Full31.4

Run it yourself

estimate
Fits on✓ 8 GB (phone, laptop) · full quality✓ 16 GB · full quality✓ 24 GB GPU · full quality✓ 48 GB GPU · full quality✓ 80 GB GPU · full quality
LicenceCC BY-NC-SA 4.0no commercial use

Benchmarks

in Embeddings & Retrieval
MVEB v1 · Mean over tasks · multilingual (16 languages)55.5#2
MVEB v1 · Mean over task types · multilingual (16 languages)50.3#6
MVEB v1 · Any-to-any Retrieval · English62.3#1
MVEB v1 · Video Zero-shot Classification · English61.1#1
MVEB v1 · Video Pair Classification · English75.4#9
MVEB v1 · Video Classification · multilingual (16 languages)51.3#11
MVEB v1 · Video Clustering · English20.1#10
MVEB v1 · Video Centric QA · English31.4#15
MVEB text video v1 · Mean over tasks · multilingual (16 languages)53.8#7
MVEB text video v1 · Mean over task types · multilingual (16 languages)44.8#11
MVEB text video v1 · Video Zero-shot Classification · English57.9#2
MVEB text video v1 · Any-to-any Retrieval · English62.9#5
MVEB text video v1 · Video Clustering · English1.4#25
MVEB text video v1 · Video Classification · multilingual (16 languages)46.2#10
MVEB text video v1 · Video Centric QA · English22.2#23
MVEB text video v1 · Video Pair Classification · English78.2#17
MVEB video v1 · Mean over tasks · multilingual (16 languages)55.8#11
MVEB video v1 · Mean over task types · multilingual (16 languages)59.4#13
MVEB video v1 · Video Classification · multilingual (16 languages)48.6#10
MVEB video v1 · Video Pair Classification · English70.3#20

FAQ

How much does Ebind Audio Vision cost?›

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

Is Ebind Audio Vision free to use?›

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

How good is Ebind Audio Vision, and what is it best at?›

#25 of 27 in Multimodal.

Is Ebind Audio Vision better than E5 Omni 7B?›

On MVEB v1 · Video Centric QA · English, Ebind Audio Vision scores 31.4 vs 43.8 — lower.

When was Ebind Audio Vision released? Is there a newer version?›

Released 2025-11-19. It is the current version in its line.

Is Ebind Audio Vision open source?›

Yes, the weights are open (cc-by-nc-sa-4.0 licence).

Can I run Ebind Audio Vision locally?›

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

What is Ebind Audio Vision?›

Ebind Audio Vision is an open-weights embeddings & retrieval model from encord-team, released Nov 2025.

What are the best alternatives to Ebind Audio Vision?›

Jina Embeddings v5 Omni Nano (better), Qwen 3 VL Embedding 2B (open weights).