Tarka Embedding 350M v1 measured on 8 of 261 Embeddings benchmarks8
BenchmarkByScoreRank
No benchmark matches
self-host onlyprice
55.1MTEB English v2
Nov 2025released
1,024Dimensions
128K tokensMax input
en, es, fr +5Languages
Rankingconfiguration unstated?
Full ranking →···
39Gte Qwen2 7B Instruct88.540Tarka Embedding 350M v188.441Stella En 400M v588.2Strong at
Alternatives?
ModelScoreCostPriceWhat changes
VBetterVoyage 3 M Expunstated+8%——Max input: 128K tokens → 32K tokens+1cOpenF2LLM 4Bunstated+4%——Max input: 128K tokens → 41K tokens+2cBetterF2LLM v2 14BunstatedOpen+4%——Max input: 128K tokens → 41K tokens+1cBetterF2LLM v2 4BunstatedOpen+4%——Max input: 128K tokens → 41K tokens+1aBetterGiga Embeddings Instruct 10B A1.8B 0826unstatedOpen+4%——Max input: 128K tokens → 8K tokens+2ModelScoreCostPriceWhat changes
Nothing here yet.
ModelScoreCostPriceWhat changes
VVoyage 3 M Expunstated+8%——Max input: 128K tokens → 32K tokens+1cF2LLM v2 14BunstatedOpen+4%——Max input: 128K tokens → 41K tokens+1cF2LLM 4BunstatedOpen+4%——Max input: 128K tokens → 41K tokens+2cF2LLM v2 4BunstatedOpen+4%——Max input: 128K tokens → 41K tokens+1aGiga Embeddings Instruct 10B A1.8B 0826unstatedOpen+4%——Max input: 128K tokens → 8K tokens+2ModelScoreCostPriceWhat changes
cF2LLM 4BunstatedOpen+4%——Max input: 128K tokens → 41K tokens+2cF2LLM v2 4BunstatedOpen+4%——Max input: 128K tokens → 41K tokens+1aGiga Embeddings Instruct 10B A1.8B 0826unstatedOpen+4%——Max input: 128K tokens → 8K tokens+2cF2LLM v2 8BunstatedOpen+3%——Max input: 128K tokens → 41K tokens+1aGiga Embeddings Instruct 3B 0826unstatedOpen+3%——Max input: 128K tokens → 8K tokens+2ModelScoreCostPriceWhat changes
TTarka Embedding 150M v1unstatedOpen-2%——Max input: 128K tokens → 2K tokensAll Tarka-AIR 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
Licencelfm1.0commercial use with conditions
Benchmarks
in Embeddings & RetrievalFAQ
How much does Tarka Embedding 350M v1 cost?›
There is no per-unit API price: self-host only.
Is Tarka Embedding 350M v1 free to use?›
There is no free API. The weights are open, so you can run it yourself.
How good is Tarka Embedding 350M v1, and what is it best at?›
#59 of 200 in Embeddings.
Is Tarka Embedding 350M v1 better than Gte Qwen2 7B Instruct?›
On MTEB English v2 · Classification · English, Tarka Embedding 350M v1 scores 88.4 vs 88.5 — about the same.
When was Tarka Embedding 350M v1 released? Is there a newer version?›
Released 2025-11-11. It is the current version in its line.
Is Tarka Embedding 350M v1 open source?›
Yes, the weights are open (lfm1.0 licence).
Can I run Tarka Embedding 350M v1 locally?›
The weights are open and can be self-hosted; hardware needs are not confirmed yet.
What is Tarka Embedding 350M v1?›
Tarka Embedding 350M v1 is an open-weights embeddings & retrieval model from Tarka-AIR, released Nov 2025.
What are the best alternatives to Tarka Embedding 350M v1?›
Voyage 3 M Exp (better), F2LLM 4B (open weights).