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Text2vec Base Chinese Paraphrase

Jun 2023
sText2vec Base Chinese Paraphrase
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price not verifiedprice
32.3MTEB Medical v1
Jun 2023released
768Dimensions
0K tokensMax input
zhLanguages

Ranking?

Full ranking →
1F2LLM v2 14B672F2LLM v2 8B66.83F2LLM v2 4B66.14F2LLM v2 1.7B65.15Jina Embeddings v5 Text Nano64.8
···
42Bge Large En v1.54343Text2vec Base Chinese Paraphrase42.944Nomic Embed Text v1 Unsupervised42.9

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
BEIR · Mean over tasks · English24.7#176
BEIR · Mean over task types · English24.7#176
BEIR · Retrieval · English24.7#176
MTEB Persian v2 · Reranking · Persian43.9#68
JMTEB v2 · Clustering · Japanese28.4#73
JMTEB v2 · STS · Japanese79#52
LongEmbed · Mean over tasks · English17.9#154
LongEmbed · Mean over task types · English17.9#154
LongEmbed · Retrieval · English17.9#154
MTEB German v1 · Mean over tasks · German42.9#43
MTEB German v1 · Mean over task types · German42.4#41
MTEB German v1 · Clustering · German21.7#107
MTEB German v1 · Retrieval · German29.9#80
MTEB German v1 · Classification · German57.2#65
MTEB German v1 · STS · German65.6#41
MTEB German v1 · Pair Classification · German54.7#26
MTEB German v1 · Reranking · German25.5#83
MTEB Europe v1 · Retrieval · multilingual (25 languages)28.7#116
MTEB Europe v1 · STS · multilingual (8 languages)74.3#16
MTEB Europe v1 · Bitext Mining · multilingual (28 languages)75#90
MTEB Europe v1 · Clustering · multilingual (29 languages)30.7#137
MTEB Europe v1 · Instruction Reranking · English-4#194
MTEB Europe v1 · Pair Classification · multilingual (11 languages)86.1#46
MTEB Europe v1 · Reranking · multilingual (12 languages)42.9#145
MTEB Europe v1 · Multilabel Classification · multilingual (23 languages)4.2#163
MTEB French v1 · Retrieval · multilingual (2 languages)28.3#99
MTEB French v1 · Reranking · French59.2#103
MTEB French v1 · Clustering · French33#96
MTEB French v1 · Summarization · French29.3#112
MTEB French v1 · Pair Classification · French65.3#27
MTEB Indic v1 · Retrieval · multilingual (14 languages)29.4#69
MTEB Indic v1 · Bitext Mining · multilingual (20 languages)6.8#73
MTEB Indic v1 · Reranking · multilingual (2 languages)53.7#118
MTEB Indic v1 · Pair Classification · Hindi69.9#59
MTEB Indic v1 · STS · multilingual (13 languages)19.4#86
MTEB Indic v1 · Clustering · multilingual (21 languages)9.3#101
MTEB Korean v2 · STS · Korean63#44
MTEB Korean v2 · Reranking · Korean24#65
MTEB Korean v2 · Classification · Korean40.4#60
MTEB Dutch v1 · Mean over tasks · Dutch40.6#81
MTEB Dutch v1 · Mean over task types · Dutch51.3#66
MTEB Dutch v1 · Classification · Dutch53.1#69
MTEB Dutch v1 · Clustering · Dutch22.3#87
MTEB Dutch v1 · Retrieval · Dutch28#102
MTEB Dutch v1 · STS · Dutch80#27
MTEB Dutch v1 · Multilabel Classification · Dutch30#88
MTEB Dutch v1 · Pair Classification · Dutch76.9#38
MTEB Dutch v1 · Reranking · Dutch69.1#180
MTEB Polish v1 · Pair Classification · Polish83.6#31
MTEB Polish v1 · Classification · Polish49.7#59
MTEB Portuguese v1 · Multilabel Classification · Portuguese20.6#65
MTEB Law v1 · Mean over tasks · multilingual (3 languages)30.6#138
MTEB Law v1 · Mean over task types · multilingual (3 languages)30.6#138
MTEB Law v1 · Retrieval · multilingual (3 languages)30.6#138
MTEB Medical v1 · Mean over tasks · multilingual (10 languages)32.2#94
MTEB Medical v1 · Mean over task types · multilingual (10 languages)37.1#51
MTEB Medical v1 · Retrieval · multilingual (10 languages)30.4#103
MTEB Medical v1 · Clustering · English32.3#173
MTEB Medical v1 · Reranking · Mandarin Chinese48.6#98
FollowIR · Mean over tasks · English-4#194
FollowIR · Mean over task types · English-4#194
FollowIR · Instruction Reranking · English-4#194
MTEB Spanish v1 · Pair Classification · Spanish70.6#31
MTEB Spanish v1 · Clustering · Spanish37.4#94
MTEB Spanish v1 · Reranking · Spanish36.8#83
MTEB Thai v1 · Clustering · Thai23.8#103
MTEB Thai v1 · Pair Classification · Thai73.1#47
MTEB Scandinavian v1 · Clustering · multilingual (2 languages)29.2#121
MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)48.7#191
MTEB Russian v1.1 · Classification · Russian51.5#83
MTEB Russian v1.1 · Reranking · Russian38.6#76
MTEB Russian v1.1 · Clustering · Russian44.3#81
MTEB Russian v1.1 · Pair Classification · Russian54.6#94
MTEB Russian v1.1 · Multilabel Classification · Russian29.4#79
RTEB Finnish beta · Mean over tasks · English16.8#94
RTEB French beta · Mean over tasks · multilingual (2 languages)15.8#145
RTEB German beta · Mean over tasks · German11.7#173
RTEB Health beta · Mean over tasks · multilingual (4 languages)21#81
RTEB Law beta · Mean over tasks · multilingual (4 languages)21.4#191
MTEB multilingual v2 · Clustering · multilingual (208 languages)35.3#131
MTEB multilingual v2 · STS · multilingual (35 languages)69.3#57
MTEB multilingual v2 · Pair Classification · multilingual (24 languages)77.8#59
MTEB multilingual v2 · Retrieval · multilingual (120 languages)27#152
MTEB multilingual v2 · Bitext Mining · multilingual (1026 languages)39.5#90
MTEB multilingual v2 · Instruction Reranking · English-4#194
MTEB multilingual v2 · Multilabel Classification · multilingual (25 languages)14.2#147
MTEB multilingual v2 · Reranking · multilingual (22 languages)46.3#105
MTEB German v1 · Clustering · German · Text2Vec Base Chinese Paraphrase / USER BGE-M38.1#2
MTEB German v1 · Classification · German · Stella Large Chinese v3 · 1792 dimensions / Text2Vec Base Chinese Paraphrase / USER BGE-M342.3#3
MTEB German v1 · Pair Classification · German · Text2Vec Base Chinese Paraphrase / USER BGE-M351.3#2

FAQ

How much does Text2vec Base Chinese Paraphrase cost?›

There is no per-unit API price: price not verified.

How good is Text2vec Base Chinese Paraphrase, and what is it best at?›

#162 of 220 in Embeddings.

Is Text2vec Base Chinese Paraphrase better than Bge Large En v1.5?›

On MTEB German v1 · Mean over tasks · German, Text2vec Base Chinese Paraphrase scores 42.9 vs 43 — about the same.

When was Text2vec Base Chinese Paraphrase released? Is there a newer version?›

Released 2023-06-22. It is the current version in its line.

Is Text2vec Base Chinese Paraphrase open source?›

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

Can I run Text2vec Base Chinese Paraphrase locally?›

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

What is Text2vec Base Chinese Paraphrase?›

Text2vec Base Chinese Paraphrase is an open-weights embeddings & retrieval model from shibing624, released Jun 2023.

What are the best alternatives to Text2vec Base Chinese Paraphrase?›

Multilingual E5 Large Instruct (better), F2LLM v2 8B (open weights).