E5 V

Name: E5 V
Brand: royokong

Jul 2024

rE5 V

Compare in

self-host onlyprice

56MIEB lite

Jul 2024released

8K tokensMax input

Ranking?

Full ranking →

1Siglip So400m Patch14 38470.8 2EVA02 CLIP B 1670.8 3CLIP ViT BigG 14 Laion2B 39B B160k69.4 4CLIP ViT L 14 DataComp.XL S13B B90K68.4 5Siglip Large Patch16 38468

···

28Align Base50.7 29E5 V50 30Blip2 Opt 2.7B48.8

Strong at

Embeddings & Retrieval#54 of 89

Alternatives?

ModelScoreCostPriceWhat changes

BetterJina Embeddings v5 Omni SmallunstatedOpen+26%—$0.05

OpenSiglip So400m Patch14 384+42%——Max input: 8K tokens → 0K tokens

BetterJina Clip v1Open+8%—$0.05 VBetterVoyage Multimodal 3+16%—$0.12 QBetterEVA02 CLIP B 16unstatedOpen+42%——Max input: 8K tokens → 0K tokens

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 Align Base?›

On MIEB English · Zero-shot Classification · English, E5 V scores 50 vs 50.7 — 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?›

Jina Embeddings v5 Omni Small (better), Siglip So400m Patch14 384 (open weights).