Giga Embeddings Instruct measured on 17 of 261 Embeddings benchmarks17
BenchmarkByScoreRank
No benchmark matches
self-host onlyprice
59.7MTEB English v2
Sep 2025released
2,048Dimensions
4K tokensMax input
en, ruLanguages
Rankingconfiguration unstated?
Full ranking →···
25F2LLM v2 8B59.826Giga Embeddings Instruct59.727F2LLM 4B59.6Strong at
Alternatives?
ModelScoreCostPriceWhat changes
BetterQwen 3 Embedding 8BunstatedOpen+16%—$0.01Languages: not verified+1IOpenYuan Embedding 2.0 Enunstated+18%——Languages: loses ruBetterQwen 3 Embedding 0.6BunstatedOpen+4%—$0.01Languages: not verifiedBetterQwen 3 Embedding 4BunstatedOpen+15%—$0.02Languages: not verified+1
BetterGemini Embedding 001unstated+8%—$0.15Max input: 4K tokens → 2K tokens+1ModelScoreCostPriceWhat changes
Nothing here yet.
ModelScoreCostPriceWhat changes
Qwen 3 Embedding 8BunstatedOpen+16%—$0.01Languages: not verified+1Qwen 3 Embedding 0.6BunstatedOpen+4%—$0.01Languages: not verifiedQwen 3 Embedding 4BunstatedOpen+15%—$0.02Languages: not verified+1Gemini Embedding 001unstated+8%—$0.15Max input: 4K tokens → 2K tokens+1IYuan Embedding 2.0 EnunstatedOpen+18%——Languages: loses ruModelScoreCostPriceWhat changes
IYuan Embedding 2.0 EnunstatedOpen+18%——Languages: loses ruQwen 3 Embedding 8BunstatedOpen+16%—$0.01Languages: not verified+1Qwen 3 Embedding 4BunstatedOpen+15%—$0.02Languages: not verified+1KQZhou EmbeddingunstatedOpen+12%——Memory (4-bit): 1.9 GB → 4.2 GBiJasper Token Compression 600MunstatedOpen+11%——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 Giga Embeddings Instruct cost?›
There is no per-unit API price: self-host only.
Is Giga Embeddings Instruct free to use?›
There is no free API. The weights are open, so you can run it yourself.
How good is Giga Embeddings Instruct, and what is it best at?›
#24 of 200 in Embeddings. Strongest at: Embeddings & Retrieval.
Is Giga Embeddings Instruct better than F2LLM v2 8B?›
On MTEB English v2 · Retrieval · English, Giga Embeddings Instruct scores 59.7 vs 59.8 — about the same.
When was Giga Embeddings Instruct released? Is there a newer version?›
Released 2025-09-23. It is the current version in its line.
Is Giga Embeddings Instruct open source?›
Yes, the weights are open (MIT licence).
Can I run Giga Embeddings Instruct locally?›
The weights are open and can be self-hosted; hardware needs are not confirmed yet.
What is Giga Embeddings Instruct?›
Giga Embeddings Instruct is an open-weights embeddings & retrieval model from ai-sage, released Sep 2025.
What are the best alternatives to Giga Embeddings Instruct?›
Qwen 3 Embedding 8B (better), Yuan Embedding 2.0 En (open weights).