Potion Retrieval 32M measured on 8 of 261 Embeddings benchmarks8
BenchmarkByScoreRank
No benchmark matches
self-host onlyprice
35.1MTEB English v2
Jan 2025released
Rankingconfiguration unstated?
Full ranking →···
166Paraphrase Multilingual MiniLM L12 v235.9167Potion Retrieval 32M35.1168Static Retrieval Mrl En v135Strong at
Alternatives?
ModelScoreCostPriceWhat changes
BetterEmbeddingGemma 300MunstatedOpen+59%—$0.002Memory (4-bit): 0 GB → 0.2 GBIOpenYuan Embedding 2.0 Enunstated×2——Memory (4-bit): 0 GB → 0.4 GB
BetterBge Base En v1.5unstatedOpen+56%—$0.005Memory (4-bit): 0 GB → 0.1 GBtBetterGte BaseunstatedOpen+48%—$0.005Memory (4-bit): 0 GB → 0.1 GBiBetterE5 Base v2unstatedOpen+42%—$0.005Memory (4-bit): 0 GB → 0.1 GBModelScoreCostPriceWhat changes
Nothing here yet.
ModelScoreCostPriceWhat changes
EmbeddingGemma 300MunstatedOpen+59%—$0.002Memory (4-bit): 0 GB → 0.2 GBBge Base En v1.5unstatedOpen+56%—$0.005Memory (4-bit): 0 GB → 0.1 GBtGte BaseunstatedOpen+48%—$0.005Memory (4-bit): 0 GB → 0.1 GBiE5 Base v2unstatedOpen+42%—$0.005Memory (4-bit): 0 GB → 0.1 GBsAll Mpnet Base v2unstatedOpen+27%—$0.005Memory (4-bit): 0 GB → 0.1 GBModelScoreCostPriceWhat changes
IYuan Embedding 2.0 EnunstatedOpen×2——Memory (4-bit): 0 GB → 0.4 GB
Qwen 3 Embedding 8BunstatedOpen+98%—$0.01Memory (4-bit): 0 GB → 4.5 GBQwen 3 Embedding 4BunstatedOpen+95%—$0.02Memory (4-bit): 0 GB → 2.4 GBKQZhou EmbeddingunstatedOpen+91%——Memory (4-bit): 0 GB → 4.2 GBiJasper Token Compression 600MunstatedOpen+89%——Memory (4-bit): 0 GB → 0.4 GBModelScoreCostPriceWhat changes
mPotion Base 32MunstatedOpen-7%——mPotion Base 8MunstatedOpen-11%——mPotion Base 4MunstatedOpen-19%——mM2V Base GloveunstatedOpen-20%——Memory (4-bit): 0 GB → 0.1 GBmM2V Base Glove SubwordunstatedOpen-28%——Memory (4-bit): 0 GB → 0.1 GBmM2V Base OutputunstatedOpen-28%——mPotion Multilingual 128MunstatedOpen-31%——Memory (4-bit): 0 GB → 0.1 GBmPotion Base 2MunstatedOpen-34%——All minishlab models →Run 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 & RetrievalFAQ
How much does Potion Retrieval 32M cost?›
There is no per-unit API price: self-host only.
Is Potion Retrieval 32M free to use?›
There is no free API. The weights are open, so you can run it yourself.
How good is Potion Retrieval 32M, and what is it best at?›
#156 of 200 in Embeddings.
Is Potion Retrieval 32M better than Paraphrase Multilingual MiniLM L12 v2?›
On MTEB English v2 · Retrieval · English, Potion Retrieval 32M scores 35.1 vs 35.9 — about the same.
When was Potion Retrieval 32M released? Is there a newer version?›
Released 2025-01-23. It is the current version in its line.
Is Potion Retrieval 32M open source?›
Yes, the weights are open (MIT licence).
Can I run Potion Retrieval 32M locally?›
The weights are open and can be self-hosted; hardware needs are not confirmed yet.
What is Potion Retrieval 32M?›
Potion Retrieval 32M is an open-weights embeddings & retrieval model from minishlab, released Jan 2025.
What are the best alternatives to Potion Retrieval 32M?›
EmbeddingGemma 300M (better), Yuan Embedding 2.0 En (open weights).