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E5 V

Jul 2024
rE5 V
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self-host onlyprice
56MIEB lite
Jul 2024released
8K tokensMax input

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1LCO Embedding Omni 7B502LCO Embedding Omni 3B47.63BidirLM Omni 2.5B Embedding464Ebind Full415Jina Embeddings v5 Omni Small40.5
···
9Clip Vit Large Patch1439.410E5 V39.411Jina Clip v139

Strong at

C
Embeddings & Retrieval#54 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
Licencenot verified

Benchmarks

in Embeddings & Retrieval
MIEB English · Mean over tasks · multilingual (13 languages)58.6#9
MIEB English · Mean over task types · multilingual (13 languages)58.6#9
MIEB English · Document Understanding · English62.7#47
MIEB English · Zero-shot Classification · English50#29
MIEB English · Any-to-any Retrieval · English34#19
MIEB English · Visual semantic similarity (English) · multilingual (13 languages)79.3#4
MIEB English · Image Classification · English74.5#24
MIEB English · Compositionality · English46.3#1
MIEB English · Vision Centric QA · English51.9#15
MIEB English · Image Clustering · English70#38
MIEB Img · Mean over tasks · multilingual (13 languages)60.4#13
MIEB Img · Mean over task types · multilingual (13 languages)60.4#13
MIEB Img · Image Classification · English74.5#24
MIEB Img · Any-to-any Retrieval · English28.1#37
MIEB Img · Visual semantic similarity (English) · English78#4
MIEB Img · Visual semantic similarity (multilingual) · multilingual (13 languages)51.5#8
MIEB Img · Image Clustering · English70#38
MIEB lite · Mean over tasks · multilingual (41 languages)51.9#14
MIEB lite · Mean over task types · multilingual (41 languages)51.9#14
MIEB lite · Vision Centric QA · English52.6#23
MIEB lite · Any-to-any Retrieval · English26.9#29
MIEB lite · Document Understanding · English56#54
MIEB lite · Zero-shot Classification · English36.2#42
MIEB lite · Compositionality · English39.4#10
MIEB lite · Image Classification · English70.6#25
MIEB lite · Any-to-any Multilingual Retrieval · multilingual (40 languages)58.3#6
MIEB lite · Image Clustering · English51.7#51
MIEB lite · Visual semantic similarity (English) · English81.2#7
MIEB lite · Visual semantic similarity (multilingual) · multilingual (13 languages)46.3#11
MIEB multilingual · Mean over tasks · multilingual (41 languages)58.2#4
MIEB multilingual · Mean over task types · multilingual (41 languages)58.2#4
MIEB multilingual · Zero-shot Classification · English50#29
MIEB multilingual · Image Classification · English74.5#24
MIEB multilingual · Document Understanding · English62.7#47
MIEB multilingual · Any-to-any Retrieval · English34#19
MIEB multilingual · Compositionality · English46.3#1
MIEB multilingual · Vision Centric QA · English51.9#15
MIEB multilingual · Visual semantic similarity (English) · multilingual (13 languages)79.3#4
MIEB multilingual · Visual semantic similarity (multilingual) · multilingual (13 languages)46.3#11
MIEB multilingual · Any-to-any Multilingual Retrieval · multilingual (40 languages)66.6#2
MIEB multilingual · Image Clustering · English70#38
ViDoRe v1&v2 · Mean over tasks · multilingual (4 languages)58.1#44

FAQ

How much does E5 V cost?›

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

Is E5 V free to use?›

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

How good is E5 V, and what is it best at?›

#54 of 89 in Multimodal.

Is E5 V better than Clip Vit Large Patch14?›

On MIEB lite · Compositionality · English, E5 V scores 39.4 vs 39.4 — about the same.

When was E5 V released? Is there a newer version?›

Released 2024-07-17. It is the current version in its line.

Is E5 V open source?›

Yes, the weights are open.

Can I run E5 V locally?›

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

What is E5 V?›

E5 V is an open-weights embeddings & retrieval model from royokong, released Jul 2024.

What are the best alternatives to E5 V?›

LCO Embedding Omni 7B (better).