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Speed Embedding 7B Instruct

Oct 2024
HSpeed Embedding 7B Instruct
Compare in
on
self-host onlyprice
39.1MTEB English v2
Oct 2024released
4,096Dimensions
33K tokensMax input
enLanguages

Rankingconfiguration unstated?

Full ranking →
1F2LLM v2 14B77.12F2LLM v2 8B75.53Qwen 3 Embedding 8B74.84F2LLM v2 4B73.95Qwen 3 Embedding 4B72.9
···
54Nb Sbert Base57.555Speed Embedding 7B Instruct57.356Arabic Labse Matryoshka57.1

Strong at

C
Embeddings & Retrieval#151 of 200

Run it yourself

estimate
Fits on✓ 8 GB (phone, laptop) · 8-bit✓ 16 GB · full quality✓ 24 GB GPU · full quality✓ 48 GB GPU · full quality✓ 80 GB GPU · full quality
LicenceMITfree for commercial use

Benchmarks

in Embeddings & Retrieval
JMTEB v2 · Clustering · Japanese43.8#57
JMTEB v2 · STS · Japanese75#68
LongEmbed · Mean over tasks · English33.6#111
LongEmbed · Mean over task types · English33.6#111
LongEmbed · Retrieval · English33.6#111
MTEB German v1 · Classification · German65.2#42
MTEB German v1 · Pair Classification · German54.4#29
MTEB Europe v1 · Bitext Mining · multilingual (28 languages)34.6#129
MTEB Europe v1 · Classification · multilingual (23 languages)56.3#42
MTEB Europe v1 · Clustering · multilingual (29 languages)36.3#97
MTEB Europe v1 · Instruction Reranking · English-0.1#62
MTEB Europe v1 · Pair Classification · multilingual (11 languages)84.4#65
MTEB Europe v1 · Reranking · multilingual (12 languages)44.2#138
MTEB French v1 · Reranking · French58.4#104
MTEB French v1 · Classification · French65.8#35
MTEB French v1 · Summarization · French32.4#4
MTEB French v1 · Pair Classification · French64.1#40
MTEB Indic v1 · Mean over tasks · multilingual (25 languages)47.5#49
MTEB Indic v1 · Mean over task types · multilingual (25 languages)38#50
MTEB Indic v1 · Classification · multilingual (8 languages)55.8#53
MTEB Indic v1 · Retrieval · multilingual (14 languages)59.6#54
MTEB Indic v1 · Bitext Mining · multilingual (20 languages)10.9#64
MTEB Indic v1 · Reranking · multilingual (2 languages)72.5#93
MTEB Indic v1 · Pair Classification · Hindi55.7#112
MTEB Indic v1 · STS · multilingual (13 languages)-4.8#192
MTEB Indic v1 · Clustering · multilingual (21 languages)16.2#93
MTEB Dutch v1 · Reranking · Dutch82.2#100
MTEB Polish v1 · Pair Classification · Polish70.9#71
MTEB Polish v1 · Classification · Polish57.2#42
MTEB Portuguese v1 · Multilabel Classification · Portuguese16.8#168
MTEB Law v1 · Mean over tasks · multilingual (3 languages)43#66
MTEB Law v1 · Mean over task types · multilingual (3 languages)43#66
MTEB Law v1 · Retrieval · multilingual (3 languages)43#66
MTEB Medical v1 · Mean over tasks · multilingual (10 languages)47#43
MTEB Medical v1 · Mean over task types · multilingual (10 languages)49.5#41
MTEB Medical v1 · Retrieval · multilingual (10 languages)47.9#47
MTEB Medical v1 · Clustering · English32.5#170
MTEB Medical v1 · Reranking · Mandarin Chinese68.2#79
FollowIR · Mean over tasks · English-0.1#62
FollowIR · Mean over task types · English-0.1#62
FollowIR · Instruction Reranking · English-0.1#62
MTEB Spanish v1 · Pair Classification · Spanish61.6#88
MTEB Thai v1 · Clustering · Thai39.1#78
MTEB Thai v1 · Pair Classification · Thai57.5#102
MTEB Scandinavian v1 · Clustering · multilingual (2 languages)39.6#51
MTEB Scandinavian v1 · Classification · multilingual (6 languages)57.3#55
MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)50.1#186
MTEB Russian v1.1 · Clustering · Russian53.2#51
MTEB Russian v1.1 · Pair Classification · Russian53.3#105
MTEB Russian v1.1 · Multilabel Classification · Russian31.4#67
RTEB French beta · Mean over tasks · multilingual (2 languages)4.7#181
RTEB German beta · Mean over tasks · German33.2#95
RTEB Law beta · Mean over tasks · multilingual (4 languages)34.7#101
MTEB multilingual v2 · Classification · multilingual (119 languages)57.3#54
MTEB multilingual v2 · Clustering · multilingual (208 languages)41.7#73
MTEB multilingual v2 · Pair Classification · multilingual (24 languages)74.8#85
MTEB multilingual v2 · Bitext Mining · multilingual (1026 languages)19.5#154
MTEB multilingual v2 · Instruction Reranking · English-0.1#62
MTEB multilingual v2 · Reranking · multilingual (22 languages)48.8#91

FAQ

How much does Speed Embedding 7B Instruct cost?›

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

Is Speed Embedding 7B Instruct free to use?›

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

How good is Speed Embedding 7B Instruct, and what is it best at?›

#151 of 200 in Embeddings.

Is Speed Embedding 7B Instruct better than Nb Sbert Base?›

On MTEB Scandinavian v1 · Classification · multilingual (6 languages), Speed Embedding 7B Instruct scores 57.3 vs 57.5 — about the same.

When was Speed Embedding 7B Instruct released? Is there a newer version?›

Released 2024-10-31. It is the current version in its line.

Is Speed Embedding 7B Instruct open source?›

Yes, the weights are open (MIT licence).

Can I run Speed Embedding 7B Instruct locally?›

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

What is Speed Embedding 7B Instruct?›

Speed Embedding 7B Instruct is an open-weights embeddings & retrieval model from Haon-Chen, released Oct 2024.

What are the best alternatives to Speed Embedding 7B Instruct?›

Qwen 3 Embedding 8B (better), F2LLM v2 14B (open weights).