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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 →
1F2LLM v2 14B81.42F2LLM v2 8B81.13F2LLM v2 4B80.54F2LLM v2 1.7B79.75F2LLM v2 0.6B77.6
···
22Yuan Embedding 2.0 En55.723Jasper Token Compression 600M53.824F2LLM 0.6B52.6

Strong at

S
Embeddings & Retrieval#8 of 200

Alternatives?

ModelScoreCostPriceWhat changes
BetterQwen 3 Embedding 0.6BunstatedOpen+19%—$0.01Languages: not verifiedcOpenF2LLM v2 8Bunstated+51%——Memory (4-bit): 0.4 GB → 4.5 GBiBetterMultilingual E5 Large InstructunstatedOpen+16%—$0.01Max input: 33K tokens → 1K tokensBetterBge M3unstatedOpen+15%—$0.01Max input: 33K tokens → 8K tokens+1BetterJina Embeddings v5 Text NanounstatedOpen+18%—$0.02Max input: 33K tokens → 8K 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 Yuan Embedding 2.0 En?›

On MTEB Thai v1 · Mean over task types · multilingual (2 languages), Jasper Token Compression 600M scores 53.8 vs 55.7 — lower.

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?›

Qwen 3 Embedding 0.6B (better), F2LLM v2 8B (open weights).