Text Embedding 3 Small

Jan 2024
Text Embedding 3 Small
Compare in
on
$0.02per 1M tokens
53.5MTEB English v2
Jan 2024released
1,536Dimensions
8K tokensMax input

Rankingconfiguration unstated?

Full ranking →
1Cohere Embed Multilingual v3.074.82Bge M374.63Multilingual E5 Large74.34Snowflake Arctic Embed L v2.0745F2LLM v2 8B73.2
···
50Tooka SBERT58.351Text Embedding 3 Small57.952Stella En 1.5B v557.4

Strong at

B
Embeddings & Retrieval#74 of 200

Alternatives?

ModelScoreCostPriceWhat changes
CheaperBge M3unstatedOpen+29%-50%$0.01BetterEmbeddingGemma 300MunstatedOpen+24%-90%$0.002Max input: 8K tokens → 2K tokensiCheaperMultilingual E5 LargeunstatedOpen+29%-50%$0.01Max input: 8K tokens → 1K tokensiCheaperMultilingual E5 Large InstructunstatedOpen+25%-50%$0.01Max input: 8K tokens → 1K tokensiBetterE5 Mistral 7B InstructunstatedOpen+24%+12%$0.022

Benchmarks

in Embeddings & Retrieval
BEIR · Mean over tasks · English51.1#95
BEIR · Mean over task types · English51.1#95
BEIR · Retrieval · English51.1#95
ChemTEB · Mean over tasks · multilingual (13 languages)73.2#7
ChemTEB · Mean over task types · multilingual (13 languages)52.5#12
ChemTEB · Retrieval · English67.9#39
ChemTEB · Clustering · English48.9#16
ChemTEB · Classification · English84.5#10
ChemTEB · Bitext Mining · English0.2#19
ChemTEB · Pair Classification · multilingual (13 languages)61.1#14
MTEB Persian v2 · Mean over tasks · Persian54.9#25
MTEB Persian v2 · Mean over task types · Persian59#25
MTEB Persian v2 · Reranking · Persian57.9#51
MTEB Persian v2 · Pair Classification · Persian78.4#34
MTEB Persian v2 · Clustering · Persian57.5#36
MTEB Persian v2 · Classification · Persian61.7#28
MTEB Persian v2 · Retrieval · Persian36.6#25
MTEB Persian v2 · STS · Persian69.1#39
MTEB Persian v2 · Bitext Mining · Persian51.5#32
JMTEB v2 · Clustering · Japanese50.1#40
JMTEB v2 · STS · Japanese79.5#54
LongEmbed · Mean over tasks · English53.6#43
LongEmbed · Mean over task types · English53.6#43
LongEmbed · Retrieval · English53.6#43
MTEB German v1 · Pair Classification · German54.6#33
MTEB Europe v1 · Instruction Reranking · English-2.4#142
MTEB Europe v1 · Multilabel Classification · multilingual (23 languages)15.2#61
MTEB Europe v1 · Clustering · multilingual (29 languages)44.1#44
MTEB Europe v1 · Bitext Mining · multilingual (28 languages)83.7#64
MTEB French v1 · Reranking · French80.1#33
MTEB French v1 · Pair Classification · French61.5#56
MTEB Indic v1 · Bitext Mining · multilingual (20 languages)12.2#67
MTEB Indic v1 · STS · multilingual (13 languages)4.1#135
MTEB Indic v1 · Retrieval · multilingual (14 languages)55.4#63
MTEB Indic v1 · Pair Classification · Hindi62.5#86
MTEB Indic v1 · Clustering · multilingual (21 languages)7.2#106
MTEB Polish v1 · Classification · Polish57.6#46
MTEB Polish v1 · Pair Classification · Polish77.7#66
MTEB Portuguese v1 · Multilabel Classification · Portuguese22.1#38
MTEB Law v1 · Mean over tasks · multilingual (3 languages)56.3#33
MTEB Law v1 · Mean over task types · multilingual (3 languages)56.3#33
MTEB Law v1 · Retrieval · multilingual (3 languages)56.3#33
MTEB Medical v1 · Mean over tasks · multilingual (10 languages)55.6#33
MTEB Medical v1 · Mean over task types · multilingual (10 languages)53.1#37
MTEB Medical v1 · Retrieval · multilingual (10 languages)59#33
MTEB Medical v1 · Clustering · English35.6#114
MTEB Medical v1 · Reranking · Mandarin Chinese64.5#91
FollowIR · Mean over tasks · English-2.4#142
FollowIR · Mean over task types · English-2.4#142
FollowIR · Instruction Reranking · English-2.4#142
MTEB Spanish v1 · Mean over tasks · multilingual (2 languages)65.8#14
MTEB Spanish v1 · Mean over task types · multilingual (2 languages)66.1#14
MTEB Spanish v1 · STS · multilingual (2 languages)79.1#18
MTEB Spanish v1 · Clustering · Spanish49.1#16
MTEB Spanish v1 · Retrieval · multilingual (2 languages)53.5#11
MTEB Spanish v1 · Pair Classification · Spanish65.8#60
MTEB Spanish v1 · Reranking · Spanish59.3#35
MTEB Spanish v1 · Classification · Spanish89.6#20
MTEB Thai v1 · Pair Classification · Thai61.2#97
MTEB Thai v1 · Clustering · Thai16.7#109
MTEB Scandinavian v1 · Mean over tasks · multilingual (6 languages)58.4#29
MTEB Scandinavian v1 · Mean over task types · multilingual (6 languages)58.7#31
MTEB Scandinavian v1 · Classification · multilingual (6 languages)60.8#38
MTEB Scandinavian v1 · Retrieval · multilingual (3 languages)66.5#26
MTEB Scandinavian v1 · Clustering · multilingual (2 languages)40.8#53
MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)66.9#72
MTEB Russian v1.1 · Classification · Russian58.3#55
MTEB Russian v1.1 · Clustering · Russian52.7#59
MTEB Russian v1.1 · Multilabel Classification · Russian33.3#59
MTEB Russian v1.1 · Pair Classification · Russian53.7#100
RTEB Finnish beta · Mean over tasks · English60.8#45
RTEB French beta · Mean over tasks · multilingual (2 languages)44.2#61
RTEB German beta · Mean over tasks · German54.8#59
RTEB Health beta · Mean over tasks · multilingual (4 languages)52.3#47
RTEB Law beta · Mean over tasks · multilingual (4 languages)46.8#62
MTEB multilingual v2 · Clustering · multilingual (208 languages)46.1#49
MTEB multilingual v2 · Multilabel Classification · multilingual (25 languages)19.9#63
MTEB multilingual v2 · Bitext Mining · multilingual (1026 languages)50.4#82
MTEB multilingual v2 · Instruction Reranking · English-2.4#142

FAQ

How much does Text Embedding 3 Small cost?›

$0.02 per 1M tokens.

Is Text Embedding 3 Small free to use?›

There is no free API; the cheapest paid price is $0.02 per 1M input tokens.

How good is Text Embedding 3 Small, and what is it best at?›

#74 of 200 in Embeddings.

Is Text Embedding 3 Small better than Tooka SBERT?›

On MTEB Persian v2 · Reranking · Persian, Text Embedding 3 Small scores 57.9 vs 58.3 — about the same.

How can I use Text Embedding 3 Small?›

Through the OpenAI API.

When was Text Embedding 3 Small released? Is there a newer version?›

Released 2024-01-25. It is the current version in its line.

Is Text Embedding 3 Small open source?›

No, Text Embedding 3 Small is a closed model available through an API. The closest open-weights option here is Bge M3.

What is Text Embedding 3 Small?›

Text Embedding 3 Small is a closed embeddings & retrieval model from OpenAI, released Jan 2024.

What are the best alternatives to Text Embedding 3 Small?›

Bge M3 (cheaper), EmbeddingGemma 300M (better).