Ember v1 measured on 6 of 194 Embeddings benchmarks6
BenchmarkByScoreRank
No benchmark matches
price not verifiedprice
87.4MTEB English v2
Oct 2023released
1,024Dimensions
1K tokensMax input
enLanguages
Alternatives?
ModelScoreCostPriceWhat changes
VBetterVoyage Large 2 Instructunstated+5%—$0.12Languages: not verifiedKOpenQZhou Embeddingunstated+6%——Memory (4-bit): 0.2 GB → 4.2 GBjBetterIngot 8B R3unstated+7%——TBetterConan Embedding v2unstated+7%——iBetterJasper Token Compression 600MunstatedOpen+3%——Memory (4-bit): 0.2 GB → 0.4 GBModelScoreCostPriceWhat changes
Nothing here yet.
ModelScoreCostPriceWhat changes
VVoyage Large 2 Instructunstated+5%—$0.12Languages: not verifiedjIngot 8B R3unstated+7%——TConan Embedding v2unstated+7%——KQZhou EmbeddingunstatedOpen+6%——Memory (4-bit): 0.2 GB → 4.2 GBiJasper Token Compression 600MunstatedOpen+3%——Memory (4-bit): 0.2 GB → 0.4 GBModelScoreCostPriceWhat changes
KQZhou EmbeddingunstatedOpen+6%——Memory (4-bit): 0.2 GB → 4.2 GBiJasper Token Compression 600MunstatedOpen+3%——Memory (4-bit): 0.2 GB → 0.4 GBKNano Em1 0.6B v2.1unstatedOpen+3%——Memory (4-bit): 0.2 GB → 0.4 GB
NV Embed v2unstatedOpen+2%——Memory (4-bit): 0.2 GB → 4.7 GBaLGAI Embedding PreviewunstatedOpen+1%——Memory (4-bit): 0.2 GB → 4.3 GBRun it yourself
estimateFits 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 & RetrievalBEIR · Retrieval · English51.9#79
FAQ
How much does Ember v1 cost?›
There is no per-unit API price: price not verified.
How good is Ember v1, and what is it best at?›
#30 of 238 in Embeddings.
Is Ember v1 better than Seed1.5 Embedding?›
On MTEB English v2 · Pair Classification · English, Ember v1 scores 87.4 vs 87.4 — about the same.
When was Ember v1 released? Is there a newer version?›
Released 2023-10-10. It is the current version in its line.
Is Ember v1 open source?›
Yes, the weights are open (MIT licence).
Can I run Ember v1 locally?›
The weights are open and can be self-hosted; hardware needs are not confirmed yet.
What is Ember v1?›
Ember v1 is an open-weights embeddings & retrieval model from llmrails, released Oct 2023.
What are the best alternatives to Ember v1?›
Voyage Large 2 Instruct (better), QZhou Embedding (open weights).