Hinvec measured on 9 of 261 Embeddings benchmarks9
BenchmarkByScoreRank
No benchmark matches
self-host onlyprice
7MTEB Indic v1
Jun 2025released
2,048Dimensions
2K tokensMax input
en, hiLanguages
Alternatives?
ModelScoreCostPriceWhat changes
iBetterMultilingual E5 Large InstructunstatedOpen+17%—$0.01Max input: 2K tokens → 1K tokenscOpenF2LLM v2 8Bunstated+33%——Memory (4-bit): 0.6 GB → 4.5 GBVBetterVoyage 3 Liteunstated+12%—$0.02Languages: not verifiediBetterE5 Mistral 7B InstructunstatedOpen+4%—$0.022Languages: loses hi+1cBetterF2LLM v2 14BunstatedOpen+34%——Memory (4-bit): 0.6 GB → 8.4 GBModelScoreCostPriceWhat changes
Nothing here yet.
ModelScoreCostPriceWhat changes
iMultilingual E5 Large InstructunstatedOpen+17%—$0.01Max input: 2K tokens → 1K tokensVVoyage 3 Liteunstated+12%—$0.02Languages: not verifiediE5 Mistral 7B InstructunstatedOpen+4%—$0.022Languages: loses hi+1cF2LLM v2 14BunstatedOpen+34%——Memory (4-bit): 0.6 GB → 8.4 GBcF2LLM v2 8BunstatedOpen+33%——Memory (4-bit): 0.6 GB → 4.5 GBModelScoreCostPriceWhat changes
cF2LLM v2 8BunstatedOpen+33%——Memory (4-bit): 0.6 GB → 4.5 GBLFlowVec v1Open+32%——Max input: 2K tokens → 1K tokens+1cF2LLM v2 4BunstatedOpen+31%——Memory (4-bit): 0.6 GB → 2.4 GBcF2LLM v2 1.7BunstatedOpen+25%——Memory (4-bit): 0.6 GB → 1 GBLQwen Indic v1Open+24%——Memory (4-bit): 0.6 GB → 4.5 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
LicenceCC BY-NC 4.0free for commercial use
Benchmarks
in Embeddings & RetrievalFAQ
How much does Hinvec cost?›
There is no per-unit API price: self-host only.
Is Hinvec free to use?›
There is no free API. The weights are open, so you can run it yourself.
How good is Hinvec, and what is it best at?›
#111 of 191 in Embeddings.
Is Hinvec better than NV Embed v1?›
On MTEB Indic v1 · Classification · multilingual (8 languages), Hinvec scores 57.1 vs 57.7 — about the same.
When was Hinvec released? Is there a newer version?›
Released 2025-06-19. It is the current version in its line.
Is Hinvec open source?›
Yes, the weights are open (cc-by-nc-4.0 licence).
Can I run Hinvec locally?›
The weights are open and can be self-hosted; hardware needs are not confirmed yet.
What is Hinvec?›
Hinvec is an open-weights embeddings & retrieval model from Sailesh97, released Jun 2025.
What are the best alternatives to Hinvec?›
Multilingual E5 Large Instruct (better), F2LLM v2 8B (open weights).