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OmniEmbed v0.1

Apr 2025
TOmniEmbed v0.1
Compare in
on
self-host onlyprice
81.5MIEB lite
Apr 2025released
33K tokensMax input

Rankingconfiguration unstated?

Full ranking →
1EVA02 CLIP B 1687.32Jina Embeddings v5 Omni Small83.23Ebind Full82.34Dinov2 Large81.75Dinov2 Giant81.4
···
25Clip Vit Large Patch1471.326OmniEmbed v0.170.627CLIP ViT B 32 DataComp.XL S13B B90K70.3

Strong at

B
Embeddings & Retrieval#33 of 89

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
LicenceMITfree for commercial use

Benchmarks

in Embeddings & Retrieval
MAEB v1 · Mean over tasks · multilingual (159 languages)43.9#9
MAEB v1 · Mean over task types · multilingual (159 languages)47.9#10
MAEB v1 · Audio Classification · multilingual (102 languages)49.1#9
MAEB v1 · Audio Zero-shot Classification · English30.2#10
MAEB v1 · Any-to-any Retrieval · multilingual (150 languages)41.9#9
MAEB v1 · Audio Pair Classification · English58.9#10
MAEB v1 · Audio Reranking · No linguistic content83.1#6
MAEB v1 · Audio Multilabel Classification · English68.9#14
MAEB v1 · Audio Clustering · multilingual (6 languages)3.2#22
MAEB v1 audio-only · Mean over tasks · multilingual (102 languages)47.3#9
MAEB v1 audio-only · Mean over task types · multilingual (102 languages)56.8#5
MAEB v1 audio-only · Audio Classification · multilingual (102 languages)49.1#9
MAEB v1 audio-only · Any-to-any Retrieval · multilingual (4 languages)89.9#10
MAEB v1 audio-only · Audio Clustering · multilingual (6 languages)3.2#22
MAEB v1 audio-only · Audio Pair Classification · English58.9#10
MAEB v1 audio-only · Audio Reranking · No linguistic content83.1#6
MIEB Img · Visual semantic similarity (multilingual) · multilingual (13 languages)70.9#7
MIEB lite · Mean over tasks · multilingual (41 languages)58.3#8
MIEB lite · Mean over task types · multilingual (41 languages)58.3#8
MIEB lite · Vision Centric QA · English50.3#27
MIEB lite · Any-to-any Retrieval · English29#23
MIEB lite · Document Understanding · English81.5#33
MIEB lite · Zero-shot Classification · English42.4#37
MIEB lite · Compositionality · English37.8#14
MIEB lite · Image Classification · English68.8#31
MIEB lite · Any-to-any Multilingual Retrieval · multilingual (40 languages)59.5#5
MIEB lite · Image Clustering · English70.6#26
MIEB lite · Visual semantic similarity (English) · English73.6#13
MIEB lite · Visual semantic similarity (multilingual) · multilingual (13 languages)70#8
MIEB multilingual · Visual semantic similarity (multilingual) · multilingual (13 languages)70#8
MTEB Medical v1 · Clustering · English35.9#106
MVEB v1 · Mean over tasks · multilingual (16 languages)52.9#8
MVEB v1 · Mean over task types · multilingual (16 languages)50.9#5
MVEB v1 · Any-to-any Retrieval · English52.9#9
MVEB v1 · Video Zero-shot Classification · English48.5#8
MVEB v1 · Video Pair Classification · English74.7#13
MVEB v1 · Video Classification · multilingual (16 languages)58.5#3
MVEB v1 · Video Clustering · English20.6#8
MVEB v1 · Video Centric QA · English50.2#9
MVEB text video v1 · Mean over tasks · multilingual (16 languages)51.3#12
MVEB text video v1 · Mean over task types · multilingual (16 languages)45.8#9
MVEB text video v1 · Video Zero-shot Classification · English50.1#17
MVEB text video v1 · Any-to-any Retrieval · English57.6#13
MVEB text video v1 · Video Clustering · English10.6#13
MVEB text video v1 · Video Classification · multilingual (16 languages)49#5
MVEB text video v1 · Video Centric QA · English25.9#13
MVEB text video v1 · Video Pair Classification · English81.8#14
MVEB video v1 · Mean over tasks · multilingual (16 languages)57.9#7
MVEB video v1 · Mean over task types · multilingual (16 languages)61.3#7
MVEB video v1 · Video Classification · multilingual (16 languages)51.2#5
MVEB video v1 · Video Pair Classification · English71.4#12

FAQ

How much does OmniEmbed v0.1 cost?›

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

Is OmniEmbed v0.1 free to use?›

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

How good is OmniEmbed v0.1, and what is it best at?›

#33 of 89 in Multimodal.

Is OmniEmbed v0.1 better than Clip Vit Large Patch14?›

On MIEB lite · Image Clustering · English, OmniEmbed v0.1 scores 70.6 vs 71.3 — about the same.

When was OmniEmbed v0.1 released? Is there a newer version?›

Released 2025-04-12. It is the current version in its line.

Is OmniEmbed v0.1 open source?›

Yes, the weights are open (MIT licence).

Can I run OmniEmbed v0.1 locally?›

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

What is OmniEmbed v0.1?›

OmniEmbed v0.1 is an open-weights embeddings & retrieval model from Tevatron, released Apr 2025.

What are the best alternatives to OmniEmbed v0.1?›

EmbeddingGemma 2 (better), EVA02 CLIP B 16 (open weights).