SearchMap Preview measured on 17 of 261 Embeddings benchmarks17
BenchmarkByScoreRank
Reranking2
Other15
No benchmark matches
self-host onlyprice
52.2MTEB English v2
Mar 2025released
1,024 (or 512, 768)Dimensions
8K tokensMax input
enLanguages
Rankingconfiguration unstated?
Full ranking →···
20Nomic Embed Text v10.221SearchMap Preview0.222Multilingual E5 Small0.2Strong at
Alternatives?
ModelScoreCostPriceWhat changes
cBetterF2LLM v2 14BunstatedOpen×17.6——Memory (4-bit): 0.3 GB → 8.4 GBcOpenF2LLM v2 8Bunstated×10.5——Memory (4-bit): 0.3 GB → 4.5 GBcOpenF2LLM v2 4Bunstated×7.2——Memory (4-bit): 0.3 GB → 2.4 GBcOpenF2LLM v2 1.7Bunstatedsame——Memory (4-bit): 0.3 GB → 1 GBIOpenBOOM 4B v1unstatedsame——Languages: not verified+1ModelScoreCostPriceWhat changes
Nothing here yet.
ModelScoreCostPriceWhat changes
cF2LLM v2 14BunstatedOpen×17.6——Memory (4-bit): 0.3 GB → 8.4 GBcF2LLM v2 8BunstatedOpen×10.5——Memory (4-bit): 0.3 GB → 4.5 GBModelScoreCostPriceWhat changes
cF2LLM v2 8BunstatedOpen×10.5——Memory (4-bit): 0.3 GB → 4.5 GBcF2LLM v2 4BunstatedOpen×7.2——Memory (4-bit): 0.3 GB → 2.4 GBcF2LLM v2 1.7BunstatedOpensame——Memory (4-bit): 0.3 GB → 1 GBIBOOM 4B v1unstatedOpensame——Languages: not verified+1cF2LLM v2 0.6BunstatedOpensame——Memory (4-bit): 0.3 GB → 0.4 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 & RetrievalFAQ
How much does SearchMap Preview cost?›
There is no per-unit API price: self-host only.
Is SearchMap Preview free to use?›
There is no free API. The weights are open, so you can run it yourself.
How good is SearchMap Preview, and what is it best at?›
#87 of 200 in Embeddings.
Is SearchMap Preview better than Nomic Embed Text v1?›
On ChemTEB · Bitext Mining · English, SearchMap Preview scores 0.2 vs 0.2 — about the same.
When was SearchMap Preview released? Is there a newer version?›
Released 2025-03-05. It is the current version in its line.
Is SearchMap Preview open source?›
Yes, the weights are open (MIT licence).
Can I run SearchMap Preview locally?›
The weights are open and can be self-hosted; hardware needs are not confirmed yet.
What is SearchMap Preview?›
SearchMap Preview is an open-weights embeddings & retrieval model from VPLabs, released Mar 2025.
What are the best alternatives to SearchMap Preview?›
F2LLM v2 14B (better), F2LLM v2 8B (open weights).