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Jasper Token Compression 600M

Nov 2025
iJasper Token Compression 600M
Compare in
on
self-host onlyprice
66.2MTEB English v2
Nov 2025released
1,024Dimensions
33K tokensMax input
en, zhLanguages

Rankingconfiguration unstated?

Full ranking →
1LCO Embedding Omni 7B39.72LGAI Embedding Preview38.93Gemini Embedding 00138.34ICT TIME And Querit Embedding v1385Giga Embeddings Instruct37.7
···
45Snowflake Arctic Embed L v2.033.846Jasper Token Compression 600M33.747F2LLM v2 8B33.5

Strong at

S
Embeddings & Retrieval#8 of 200

Alternatives?

ModelScoreCostPriceWhat changes
BetterEmbeddingGemma 300MunstatedOpen+12%—$0.002Max input: 33K tokens → 2K tokens+1aOpenLGAI Embedding Previewunstated+16%——Languages: loses zh+1iBetterE5 Mistral 7B InstructunstatedOpen+9%—$0.022Languages: loses zh+1BetterText Multilingual Embedding 002unstated+9%—$0.025Max input: 33K tokens → 2K tokens+1BetterGemini Embedding 001unstated+14%—$0.15Max input: 33K tokens → 2K tokens+1

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
MTEB Mandarin Chinese v1 · Mean over tasks · Mandarin Chinese73.5#8
MTEB Mandarin Chinese v1 · Mean over task types · Mandarin Chinese75#7
MTEB Mandarin Chinese v1 · Retrieval · Mandarin Chinese75.6#20
MTEB Mandarin Chinese v1 · STS · Mandarin Chinese63.9#10
MTEB Mandarin Chinese v1 · Reranking · Mandarin Chinese70#14
MTEB Mandarin Chinese v1 · Clustering · Mandarin Chinese77.5#5
MTEB Mandarin Chinese v1 · Pair Classification · Mandarin Chinese85.4#12
MTEB Mandarin Chinese v1 · Classification · Mandarin Chinese77.9#6
MTEB Law v1 · Mean over tasks · multilingual (3 languages)55.4#34
MTEB Law v1 · Mean over task types · multilingual (3 languages)55.4#34
MTEB Law v1 · Retrieval · multilingual (3 languages)55.4#34
MTEB Medical v1 · Clustering · English47.6#20
MTEB Medical v1 · Reranking · Mandarin Chinese88.6#18
MTEB Thai v1 · Mean over tasks · multilingual (2 languages)56.5#23
MTEB Thai v1 · Mean over task types · multilingual (2 languages)53.8#23
MTEB Thai v1 · Clustering · Thai37.8#86
MTEB Thai v1 · Classification · Thai62.4#23
MTEB Thai v1 · Pair Classification · Thai64.8#82
MTEB Thai v1 · Retrieval · multilingual (2 languages)57.6#22
MTEB Thai v1 · Reranking · Thai46.5#23
RTEB German beta · Mean over tasks · German34.3#94
RTEB Law beta · Mean over tasks · multilingual (4 languages)43.9#70

FAQ

How much does Jasper Token Compression 600M cost?›

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

Is Jasper Token Compression 600M free to use?›

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

How good is Jasper Token Compression 600M, and what is it best at?›

#8 of 200 in Embeddings. Strongest at: Embeddings & Retrieval.

Is Jasper Token Compression 600M better than Snowflake Arctic Embed L v2.0?›

On MTEB English v2 · Summarization · English, Jasper Token Compression 600M scores 33.7 vs 33.8 — about the same.

When was Jasper Token Compression 600M released? Is there a newer version?›

Released 2025-11-14. It is the current version in its line.

Is Jasper Token Compression 600M open source?›

Yes, the weights are open (MIT licence).

Can I run Jasper Token Compression 600M locally?›

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

What is Jasper Token Compression 600M?›

Jasper Token Compression 600M is an open-weights embeddings & retrieval model from infgrad, released Nov 2025.

What are the best alternatives to Jasper Token Compression 600M?›

EmbeddingGemma 300M (better), LGAI Embedding Preview (open weights).