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MedEmbed Small v0.1

Oct 2024
aMedEmbed Small v0.1
Compare in
on
self-host onlyprice
52.9MTEB English v2
Oct 2024released
384Dimensions
1K tokensMax input
enLanguages

Rankingconfiguration unstated?

Full ranking →
1Yuan Embedding 2.0 En70.72Ingot 8B R3703Qwen 3 Embedding 8B69.44Geevec Embeddings 1.068.85Qwen 3 Embedding 4B68.5
···
85Cohere Embed English Light v3.053.286MedEmbed Small v0.152.987Stella En 400M v552.7

Strong at

B
Embeddings & Retrieval#81 of 200

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
LicenceApache-2.0free for commercial use

Benchmarks

in Embeddings & Retrieval
MTEB Persian v2 · Reranking · Persian30.7#106
JMTEB v2 · Clustering · Japanese17.7#107
JMTEB v2 · STS · Japanese61.6#102
LongEmbed · Mean over tasks · English28.7#131
LongEmbed · Mean over task types · English28.7#131
LongEmbed · Retrieval · English28.7#131
MTEB German v1 · Mean over tasks · German39#63
MTEB German v1 · Mean over task types · German38.1#64
MTEB German v1 · Clustering · German23.5#96
MTEB German v1 · Retrieval · German35.6#66
MTEB German v1 · Classification · German47.4#119
MTEB German v1 · STS · German49.4#86
MTEB German v1 · Pair Classification · German49.2#114
MTEB German v1 · Reranking · German23.4#89
MTEB Europe v1 · Retrieval · multilingual (25 languages)37#97
MTEB Europe v1 · Bitext Mining · multilingual (28 languages)32.5#137
MTEB Europe v1 · Classification · multilingual (23 languages)50.2#88
MTEB Europe v1 · Clustering · multilingual (29 languages)35.4#109
MTEB Europe v1 · Instruction Reranking · English-1.7#113
MTEB Europe v1 · Pair Classification · multilingual (11 languages)82.5#95
MTEB Europe v1 · Reranking · multilingual (12 languages)50.1#109
MTEB Europe v1 · Multilabel Classification · multilingual (23 languages)13.5#80
MTEB French v1 · Mean over tasks · multilingual (2 languages)47.4#61
MTEB French v1 · Mean over task types · multilingual (2 languages)49.2#63
MTEB French v1 · STS · French67.9#70
MTEB French v1 · Retrieval · multilingual (2 languages)33.8#87
MTEB French v1 · Reranking · French65#87
MTEB French v1 · Clustering · French41#60
MTEB French v1 · Classification · French51.9#92
MTEB French v1 · Summarization · French29.3#114
MTEB French v1 · Pair Classification · French55.1#143
MTEB Indic v1 · Mean over tasks · multilingual (25 languages)31.8#100
MTEB Indic v1 · Mean over task types · multilingual (25 languages)21.8#104
MTEB Indic v1 · Classification · multilingual (8 languages)42.8#98
MTEB Indic v1 · Retrieval · multilingual (14 languages)10.1#121
MTEB Indic v1 · Bitext Mining · multilingual (20 languages)2.5#135
MTEB Indic v1 · Reranking · multilingual (2 languages)43.6#145
MTEB Indic v1 · Pair Classification · Hindi50.4#177
MTEB Indic v1 · STS · multilingual (13 languages)-0.1#166
MTEB Indic v1 · Clustering · multilingual (21 languages)3.1#160
MTEB Korean v2 · Reranking · Korean10.3#103
MTEB Korean v2 · Classification · Korean23.3#75
MTEB Dutch v1 · Mean over tasks · Dutch39.4#87
MTEB Dutch v1 · Mean over task types · Dutch47.3#87
MTEB Dutch v1 · Classification · Dutch46.8#90
MTEB Dutch v1 · Clustering · Dutch22.2#89
MTEB Dutch v1 · Retrieval · Dutch36.2#86
MTEB Dutch v1 · STS · Dutch58.9#93
MTEB Dutch v1 · Multilabel Classification · Dutch29.9#89
MTEB Dutch v1 · Pair Classification · Dutch59.3#108
MTEB Dutch v1 · Reranking · Dutch77.7#139
MTEB Polish v1 · Pair Classification · Polish63.9#102
MTEB Polish v1 · Classification · Polish40.6#101
MTEB Polish v1 · STS · Polish56.5#71
MTEB Portuguese v1 · Multilabel Classification · Portuguese18.2#138
MTEB Law v1 · Mean over tasks · multilingual (3 languages)37.5#106
MTEB Law v1 · Mean over task types · multilingual (3 languages)37.5#106
MTEB Law v1 · Retrieval · multilingual (3 languages)37.5#106
MTEB Medical v1 · Clustering · English36#100
MTEB Medical v1 · Reranking · Mandarin Chinese19.7#143
FollowIR · Mean over tasks · English-1.7#113
FollowIR · Mean over task types · English-1.7#113
FollowIR · Instruction Reranking · English-1.7#113
MTEB Spanish v1 · Pair Classification · Spanish58.1#128
MTEB Spanish v1 · Clustering · Spanish40.3#83
MTEB Spanish v1 · Reranking · Spanish33.9#88
MTEB Thai v1 · Clustering · Thai3.7#144
MTEB Thai v1 · Pair Classification · Thai51.1#166
MTEB Scandinavian v1 · Clustering · multilingual (2 languages)32.7#100
MTEB Scandinavian v1 · Classification · multilingual (6 languages)48.2#110
MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)62#124
MTEB Russian v1.1 · Mean over tasks · Russian26.1#80
MTEB Russian v1.1 · Mean over task types · Russian26.9#77
MTEB Russian v1.1 · Classification · Russian29.4#116
MTEB Russian v1.1 · STS · Russian38.8#108
MTEB Russian v1.1 · Reranking · Russian25.3#101
MTEB Russian v1.1 · Clustering · Russian15.9#119
MTEB Russian v1.1 · Pair Classification · Russian44.1#197
MTEB Russian v1.1 · Retrieval · Russian8#69
MTEB Russian v1.1 · Multilabel Classification · Russian26.7#104
RTEB French beta · Mean over tasks · multilingual (2 languages)17.7#139
RTEB German beta · Mean over tasks · German10.7#177
RTEB Law beta · Mean over tasks · multilingual (4 languages)28.1#159
MTEB multilingual v2 · Classification · multilingual (119 languages)47.3#114
MTEB multilingual v2 · Clustering · multilingual (208 languages)40.2#95
MTEB multilingual v2 · Pair Classification · multilingual (24 languages)71.3#143
MTEB multilingual v2 · Retrieval · multilingual (120 languages)35.2#128
MTEB multilingual v2 · Bitext Mining · multilingual (1026 languages)23#132
MTEB multilingual v2 · Instruction Reranking · English-1.7#113
MTEB multilingual v2 · Multilabel Classification · multilingual (25 languages)16.7#101
MTEB multilingual v2 · Reranking · multilingual (22 languages)45#114

FAQ

How much does MedEmbed Small v0.1 cost?›

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

Is MedEmbed Small v0.1 free to use?›

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

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

#81 of 200 in Embeddings.

Is MedEmbed Small v0.1 better than Cohere Embed English Light v3.0?›

On MTEB English v2 · Retrieval · English, MedEmbed Small v0.1 scores 52.9 vs 53.2 — about the same.

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

Released 2024-10-20. It is the current version in its line.

Is MedEmbed Small v0.1 open source?›

Yes, the weights are open (Apache-2.0 licence).

Can I run MedEmbed Small v0.1 locally?›

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

What is MedEmbed Small v0.1?›

MedEmbed Small v0.1 is an open-weights embeddings & retrieval model from abhinand, released Oct 2024.

What are the best alternatives to MedEmbed Small v0.1?›

EmbeddingGemma 300M (better), Yuan Embedding 2.0 En (open weights).