Qwen Indic v1 measured on 9 of 261 Embeddings benchmarks9
BenchmarkByScoreRank
No benchmark matches
self-host onlyprice
61.7MTEB Indic v1
Jul 2026released
4,096Dimensions
41K tokensMax input
hi, Assamese, Bengali +12Languages
Alternatives?
ModelScoreCostPriceWhat changes
BetterEmbeddingGemma 300MunstatedOpen+2%—$0.002Max input: 41K tokens → 2K tokens+1VBetterVoyage 3.5unstated+2%—$0.06Max input: 41K tokens → 32K tokens+1BetterGemini Embedding 001unstated+3%—$0.15Max input: 41K tokens → 2K tokens+1OOpenOcten Embedding 8B+2%——Languages: loses hi, Assamese, Bengali +12
OpenLlama Embed Nemotron 8B+2%——Languages: not verifiedModelScoreCostPriceWhat changes
Nothing here yet.
ModelScoreCostPriceWhat changes
EmbeddingGemma 300MunstatedOpen+2%—$0.002Max input: 41K tokens → 2K tokens+1VVoyage 3.5unstated+2%—$0.06Max input: 41K tokens → 32K tokens+1Gemini Embedding 001unstated+3%—$0.15Max input: 41K tokens → 2K tokens+1ModelScoreCostPriceWhat changes
EmbeddingGemma 300MunstatedOpen+2%—$0.002Max input: 41K tokens → 2K tokens+1OOcten Embedding 8BOpen+2%——Languages: loses hi, Assamese, Bengali +12Llama Embed Nemotron 8BOpen+2%——Languages: not verifiedaGiga Embeddings Instruct 10B A1.8B 0826unstatedOpen+2%——Max input: 41K tokens → 8K tokens+2cF2LLM v2 14BunstatedOpen+2%——Memory (4-bit): 4.5 GB → 8.4 GBModelScoreCostPriceWhat changes
LFlowVec v1Open+1%——Max input: 41K tokens → 1K tokensAll LingoIITGN models →Run it yourself
estimateFits on✓ 8 GB (phone, laptop) · 8-bit✓ 16 GB · full quality✓ 24 GB GPU · full quality✓ 48 GB GPU · full quality✓ 80 GB GPU · full quality
LicenceApache-2.0free for commercial use
Benchmarks
in Embeddings & RetrievalFAQ
How much does Qwen Indic v1 cost?›
There is no per-unit API price: self-host only.
Is Qwen Indic v1 free to use?›
There is no free API. The weights are open, so you can run it yourself.
How good is Qwen Indic v1, and what is it best at?›
#6 of 191 in Embeddings.
Is Qwen Indic v1 better than Harrier OSS v1 27B?›
On MTEB Indic v1 · Reranking · multilingual (2 languages), Qwen Indic v1 scores 86.8 vs 86.8 — about the same.
When was Qwen Indic v1 released? Is there a newer version?›
Released 2026-07-03. It is the current version in its line.
Is Qwen Indic v1 open source?›
Yes, the weights are open (Apache-2.0 licence).
Can I run Qwen Indic v1 locally?›
The weights are open and can be self-hosted; hardware needs are not confirmed yet.
What is Qwen Indic v1?›
Qwen Indic v1 is an open-weights embeddings & retrieval model from LingoIITGN, released Jul 2026.
What are the best alternatives to Qwen Indic v1?›
EmbeddingGemma 300M (better).