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M2V Base Output

Sep 2024
mM2V Base Output
Compare in
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self-host onlyprice
25.4MTEB English v2
Sep 2024released
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
···
185M2V Base Glove Subword25.4186M2V Base Output25.4187Static Nomic 384 Pten v2 St25.2

Strong at

C
Embeddings & Retrieval#174 of 200

Alternatives?

ModelScoreCostPriceWhat changes
BetterEmbeddingGemma 300MunstatedOpen×2.2—$0.002Languages: not verified+1IOpenYuan Embedding 2.0 Enunstated×2.8——Memory (4-bit): 0 GB → 0.4 GBBetterBge Base En v1.5unstatedOpen×2.2—$0.005Memory (4-bit): 0 GB → 0.1 GBtBetterGte BaseunstatedOpen×2—$0.005Memory (4-bit): 0 GB → 0.1 GBiBetterE5 Base v2unstatedOpen+96%—$0.005Memory (4-bit): 0 GB → 0.1 GB

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
LicenceMITfree for commercial use

Benchmarks

in Embeddings & Retrieval
BEIR · Mean over tasks · English25.1#175
BEIR · Mean over task types · English25.1#175
BEIR · Retrieval · English25.1#175
MTEB Mandarin Chinese v1 · STS · Mandarin Chinese17.4#77
MTEB Mandarin Chinese v1 · Clustering · Mandarin Chinese10.1#74
MTEB Mandarin Chinese v1 · Pair Classification · Mandarin Chinese55.8#77
MTEB Mandarin Chinese v1 · Classification · Mandarin Chinese43.2#41
MTEB Persian v2 · Reranking · Persian35.3#90
JMTEB v2 · Clustering · Japanese10.3#148
JMTEB v2 · STS · Japanese55.1#125
LongEmbed · Mean over tasks · English28.1#134
LongEmbed · Mean over task types · English28.1#134
LongEmbed · Retrieval · English28.1#134
MTEB German v1 · Clustering · German8.7#152
MTEB German v1 · Classification · German48.1#115
MTEB German v1 · Pair Classification · German48#159
MTEB German v1 · Reranking · German12.6#129
MTEB Europe v1 · Retrieval · multilingual (25 languages)26.9#119
MTEB Europe v1 · Bitext Mining · multilingual (28 languages)17.6#168
MTEB Europe v1 · Classification · multilingual (23 languages)44.1#122
MTEB Europe v1 · Clustering · multilingual (29 languages)23.8#157
MTEB Europe v1 · Instruction Reranking · English-0.1#64
MTEB Europe v1 · Pair Classification · multilingual (11 languages)77.1#129
MTEB Europe v1 · Reranking · multilingual (12 languages)37.8#158
MTEB Europe v1 · Multilabel Classification · multilingual (23 languages)4.2#162
MTEB French v1 · Classification · French45.9#110
MTEB French v1 · Pair Classification · French49.8#182
MTEB Indic v1 · Mean over tasks · multilingual (25 languages)32.7#88
MTEB Indic v1 · Mean over task types · multilingual (25 languages)24.8#76
MTEB Indic v1 · Classification · multilingual (8 languages)42.1#110
MTEB Indic v1 · Retrieval · multilingual (14 languages)15.8#90
MTEB Indic v1 · Bitext Mining · multilingual (20 languages)1#151
MTEB Indic v1 · Reranking · multilingual (2 languages)57.6#109
MTEB Indic v1 · Pair Classification · Hindi54.9#115
MTEB Indic v1 · STS · multilingual (13 languages)-0.4#169
MTEB Indic v1 · Clustering · multilingual (21 languages)2.6#179
MTEB Korean v2 · Reranking · Korean13.9#86
MTEB Korean v2 · Classification · Korean19#139
MTEB Dutch v1 · Mean over tasks · Dutch29.7#115
MTEB Dutch v1 · Mean over task types · Dutch40.2#115
MTEB Dutch v1 · Classification · Dutch42.1#115
MTEB Dutch v1 · Clustering · Dutch9.9#127
MTEB Dutch v1 · Retrieval · Dutch19.3#116
MTEB Dutch v1 · STS · Dutch53.9#117
MTEB Dutch v1 · Multilabel Classification · Dutch20.9#129
MTEB Dutch v1 · Pair Classification · Dutch64.6#73
MTEB Dutch v1 · Reranking · Dutch70.8#174
MTEB Polish v1 · Pair Classification · Polish61.5#125
MTEB Polish v1 · Classification · Polish40.6#102
MTEB Portuguese v1 · Multilabel Classification · Portuguese14.7#187
MTEB Law v1 · Mean over tasks · multilingual (3 languages)31.2#136
MTEB Law v1 · Mean over task types · multilingual (3 languages)31.2#136
MTEB Law v1 · Retrieval · multilingual (3 languages)31.2#136
MTEB Medical v1 · Mean over tasks · multilingual (10 languages)24.5#112
MTEB Medical v1 · Mean over task types · multilingual (10 languages)22.4#114
MTEB Medical v1 · Retrieval · multilingual (10 languages)25#112
MTEB Medical v1 · Clustering · English26.5#211
MTEB Medical v1 · Reranking · Mandarin Chinese15.6#159
FollowIR · Mean over tasks · English-0.1#64
FollowIR · Mean over task types · English-0.1#64
FollowIR · Instruction Reranking · English-0.1#64
MTEB Spanish v1 · Pair Classification · Spanish53.9#163
MTEB Spanish v1 · Reranking · Spanish15.8#133
MTEB Thai v1 · Clustering · Thai3.4#164
MTEB Thai v1 · Pair Classification · Thai51.5#141
MTEB Scandinavian v1 · Clustering · multilingual (2 languages)19.5#161
MTEB Scandinavian v1 · Classification · multilingual (6 languages)45.3#143
MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)54.5#165
MTEB Russian v1.1 · Reranking · Russian21.5#113
MTEB Russian v1.1 · Pair Classification · Russian52#119
RTEB Finnish beta · Mean over tasks · English20.7#93
RTEB French beta · Mean over tasks · multilingual (2 languages)1.3#201
RTEB German beta · Mean over tasks · German15.4#147
RTEB Health beta · Mean over tasks · multilingual (4 languages)8.4#93
RTEB Law beta · Mean over tasks · multilingual (4 languages)24.2#181
MTEB multilingual v2 · Classification · multilingual (119 languages)45#136
MTEB multilingual v2 · Clustering · multilingual (208 languages)29.1#151
MTEB multilingual v2 · Pair Classification · multilingual (24 languages)71#151
MTEB multilingual v2 · Retrieval · multilingual (120 languages)24.7#157
MTEB multilingual v2 · Bitext Mining · multilingual (1026 languages)14.5#166
MTEB multilingual v2 · Instruction Reranking · English-0.1#64
MTEB multilingual v2 · Multilabel Classification · multilingual (25 languages)11.5#175
MTEB multilingual v2 · Reranking · multilingual (22 languages)38.1#150

FAQ

How much does M2V Base Output cost?›

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

Is M2V Base Output free to use?›

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

How good is M2V Base Output, and what is it best at?›

#174 of 200 in Embeddings.

Is M2V Base Output better than M2V Base Glove Subword?›

On MTEB English v2 · Retrieval · English, M2V Base Output scores 25.4 vs 25.4 — about the same.

When was M2V Base Output released? Is there a newer version?›

Released 2024-09-21. It is the current version in its line.

Is M2V Base Output open source?›

Yes, the weights are open (MIT licence).

Can I run M2V Base Output locally?›

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

What is M2V Base Output?›

M2V Base Output is an open-weights embeddings & retrieval model from minishlab, released Sep 2024.

What are the best alternatives to M2V Base Output?›

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