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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 14B68.92Gte Qwen2 7B Instruct68.53F2LLM v2 8B68.14F2LLM v2 4B67.85Gte Qwen1.5 7B Instruct66
···
53LLM2Vec Mistral 7B Instruct v2 Mntp Unsup Simcse37.654Text2vec Base Chinese Paraphrase37.155Cohere Embed English v3.036.8

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#178
BEIR · Mean over task types · English24.7#178
BEIR · Retrieval · English24.7#178
MTEB Persian v2 · Reranking · Persian43.9#68
JMTEB v2 · Clustering · Japanese28.4#79
JMTEB v2 · STS · Japanese79#58
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#50
MTEB German v1 · Mean over task types · German42.4#48
MTEB German v1 · Classification · German57.2#68
MTEB German v1 · Pair Classification · German54.7#32
MTEB German v1 · STS · German65.6#46
MTEB German v1 · Clustering · German21.7#110
MTEB German v1 · Retrieval · German29.9#90
MTEB German v1 · Reranking · German25.5#83
MTEB Europe v1 · Instruction Reranking · English-4#195
MTEB Europe v1 · Multilabel Classification · multilingual (23 languages)4.2#163
MTEB Europe v1 · STS · multilingual (8 languages)74.3#27
MTEB Europe v1 · Pair Classification · multilingual (11 languages)86.1#58
MTEB Europe v1 · Clustering · multilingual (29 languages)30.7#138
MTEB Europe v1 · Retrieval · multilingual (25 languages)28.7#129
MTEB Europe v1 · Reranking · multilingual (12 languages)42.9#146
MTEB Europe v1 · Bitext Mining · multilingual (28 languages)75#90
MTEB French v1 · Retrieval · multilingual (2 languages)28.3#104
MTEB French v1 · Clustering · French33#97
MTEB French v1 · Reranking · French59.2#111
MTEB French v1 · Pair Classification · French65.3#27
MTEB French v1 · Summarization · French29.3#116
MTEB Indic v1 · Bitext Mining · multilingual (20 languages)6.8#78
MTEB Indic v1 · STS · multilingual (13 languages)19.4#86
MTEB Indic v1 · Reranking · multilingual (2 languages)53.7#119
MTEB Indic v1 · Retrieval · multilingual (14 languages)29.4#75
MTEB Indic v1 · Pair Classification · Hindi69.9#59
MTEB Indic v1 · Clustering · multilingual (21 languages)9.3#101
MTEB Korean v2 · STS · Korean63#52
MTEB Korean v2 · Classification · Korean40.4#64
MTEB Korean v2 · Reranking · Korean24#67
MTEB Dutch v1 · Mean over tasks · Dutch40.6#81
MTEB Dutch v1 · Mean over task types · Dutch51.3#66
MTEB Dutch v1 · Retrieval · Dutch28#102
MTEB Dutch v1 · Classification · Dutch53.1#69
MTEB Dutch v1 · Multilabel Classification · Dutch30#89
MTEB Dutch v1 · STS · Dutch80#27
MTEB Dutch v1 · Clustering · Dutch22.3#88
MTEB Dutch v1 · Reranking · Dutch69.1#181
MTEB Dutch v1 · Pair Classification · Dutch76.9#39
MTEB Polish v1 · Classification · Polish49.7#65
MTEB Polish v1 · Pair Classification · Polish83.6#37
MTEB Portuguese v1 · Multilabel Classification · Portuguese20.6#66
MTEB Law v1 · Mean over tasks · multilingual (3 languages)30.6#142
MTEB Law v1 · Mean over task types · multilingual (3 languages)30.6#142
MTEB Law v1 · Retrieval · multilingual (3 languages)30.6#142
MTEB Medical v1 · Mean over tasks · multilingual (10 languages)32.2#97
MTEB Medical v1 · Mean over task types · multilingual (10 languages)37.1#54
MTEB Medical v1 · Retrieval · multilingual (10 languages)30.4#106
MTEB Medical v1 · Clustering · English32.3#173
MTEB Medical v1 · Reranking · Mandarin Chinese48.6#103
FollowIR · Mean over tasks · English-4#195
FollowIR · Mean over task types · English-4#195
FollowIR · Instruction Reranking · English-4#195
MTEB Spanish v1 · Clustering · Spanish37.4#94
MTEB Spanish v1 · Pair Classification · Spanish70.6#31
MTEB Spanish v1 · Reranking · Spanish36.8#83
MTEB Thai v1 · Pair Classification · Thai73.1#47
MTEB Thai v1 · Clustering · Thai23.8#104
MTEB Scandinavian v1 · Clustering · multilingual (2 languages)29.2#128
MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)48.7#192
MTEB Russian v1.1 · Classification · Russian51.5#86
MTEB Russian v1.1 · Clustering · Russian44.3#86
MTEB Russian v1.1 · Reranking · Russian38.6#76
MTEB Russian v1.1 · Multilabel Classification · Russian29.4#84
MTEB Russian v1.1 · Pair Classification · Russian54.6#94
RTEB Finnish beta · Mean over tasks · English16.8#99
RTEB French beta · Mean over tasks · multilingual (2 languages)15.8#148
RTEB German beta · Mean over tasks · German11.7#181
RTEB Health beta · Mean over tasks · multilingual (4 languages)21#84
RTEB Law beta · Mean over tasks · multilingual (4 languages)21.4#198
MTEB multilingual v2 · Clustering · multilingual (208 languages)35.3#132
MTEB multilingual v2 · STS · multilingual (35 languages)69.3#57
MTEB multilingual v2 · Retrieval · multilingual (120 languages)27#154
MTEB multilingual v2 · Multilabel Classification · multilingual (25 languages)14.2#148
MTEB multilingual v2 · Bitext Mining · multilingual (1026 languages)39.5#91
MTEB multilingual v2 · Instruction Reranking · English-4#195
MTEB multilingual v2 · Reranking · multilingual (22 languages)46.3#106
MTEB multilingual v2 · Pair Classification · multilingual (24 languages)77.8#59

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 LLM2Vec Mistral 7B Instruct v2 Mntp Unsup Simcse?›

On MTEB Medical v1 · Mean over task types · multilingual (10 languages), Text2vec Base Chinese Paraphrase scores 37.1 vs 37.6 — 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), Gte Qwen2 7B Instruct (open weights).