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Ebind Full

Nov 2025
eEbind Full
Compare in
on
self-host onlyprice
47.8MIEB lite
Nov 2025released
0K tokensMax input
enLanguages

Rankingconfiguration unstated?

Full ranking →
1Qwen 3 VL Embedding 8B69.22Qwen 3 VL Embedding 2B65.73E5 Omni 7B63.64Ebind Points Vision62.95Ebind Full62.95Ebind Audio Vision62.9

Strong at

C
Embeddings & Retrieval#55 of 89

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
MAEB v1 · Mean over tasks · multilingual (159 languages)32.8#17
MAEB v1 · Mean over task types · multilingual (159 languages)41.4#12
MAEB v1 · Audio Classification · multilingual (102 languages)39.8#20
MAEB v1 · Audio Zero-shot Classification · English16.3#15
MAEB v1 · Any-to-any Retrieval · multilingual (150 languages)15.2#17
MAEB v1 · Audio Pair Classification · English52.3#27
MAEB v1 · Audio Reranking · No linguistic content81.2#8
MAEB v1 · Audio Multilabel Classification · English58.8#17
MAEB v1 · Audio Clustering · multilingual (6 languages)26#1
MAEB v1 audio-only · Mean over tasks · multilingual (102 languages)44.6#14
MAEB v1 audio-only · Mean over task types · multilingual (102 languages)58.6#2
MAEB v1 audio-only · Audio Classification · multilingual (102 languages)39.8#20
MAEB v1 audio-only · Any-to-any Retrieval · multilingual (4 languages)93.8#5
MAEB v1 audio-only · Audio Clustering · multilingual (6 languages)26#1
MAEB v1 audio-only · Audio Pair Classification · English52.3#27
MAEB v1 audio-only · Audio Reranking · No linguistic content81.2#8
MIEB lite · Mean over tasks · multilingual (41 languages)55.2#11
MIEB lite · Mean over task types · multilingual (41 languages)55.2#11
MIEB lite · Vision Centric QA · English51.5#25
MIEB lite · Any-to-any Retrieval · English33#11
MIEB lite · Document Understanding · English47.8#55
MIEB lite · Zero-shot Classification · English77.5#1
MIEB lite · Compositionality · English41#4
MIEB lite · Image Classification · English74.7#10
MIEB lite · Any-to-any Multilingual Retrieval · multilingual (40 languages)26#22
MIEB lite · Image Clustering · English82.3#3
MIEB lite · Visual semantic similarity (English) · English75.5#11
MIEB lite · Visual semantic similarity (multilingual) · multilingual (13 languages)42.8#14
MIEB multilingual · Visual semantic similarity (multilingual) · multilingual (13 languages)42.8#14
MTEB Medical v1 · Clustering · English34.2#144
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 Full cost?›

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

Is Ebind Full free to use?›

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

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

#55 of 89 in Multimodal.

Is Ebind Full better than Ebind Audio Vision?›

On MVEB text video v1 · Any-to-any Retrieval · English, Ebind Full scores 62.9 vs 62.9 — about the same.

When was Ebind Full released? Is there a newer version?›

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

Is Ebind Full open source?›

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

Can I run Ebind Full locally?›

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

What is Ebind Full?›

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

What are the best alternatives to Ebind Full?›

Qwen 3 VL Embedding 8B (better).