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 →···
11F2LLM 1.7B90.912Giga Embeddings Instruct90.813Jina Embeddings v5 Omni Small90.8Strong at
Alternatives?
ModelScoreCostPriceWhat changes
VBetterVoyage 3 M Expunstated+5%——Languages: not verifiedcOpenF2LLM 4Bunstatedsame——Languages: loses ru+1cOpenF2LLM v2 4Bunstatedsame——Memory (4-bit): 1.9 GB → 2.4 GBaOpenGiga Embeddings Instruct 10B A1.8B 0826unstatedsame——Memory (4-bit): 1.9 GB → 6.3 GBcOpenF2LLM v2 8Bunstatedsame——Memory (4-bit): 1.9 GB → 4.5 GBModelScoreCostPriceWhat changes
Nothing here yet.
ModelScoreCostPriceWhat changes
VVoyage 3 M Expunstated+5%——Languages: not verifiedModelScoreCostPriceWhat changes
cF2LLM 4BunstatedOpensame——Languages: loses ru+1cF2LLM v2 4BunstatedOpensame——Memory (4-bit): 1.9 GB → 2.4 GBaGiga Embeddings Instruct 10B A1.8B 0826unstatedOpensame——Memory (4-bit): 1.9 GB → 6.3 GBcF2LLM v2 8BunstatedOpensame——Memory (4-bit): 1.9 GB → 4.5 GBaGiga Embeddings Instruct 3B 0826unstatedOpensame——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 1.7B?›
On MTEB English v2 · Classification · English, Giga Embeddings Instruct scores 90.8 vs 90.9 — 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?›
Voyage 3 M Exp (better), F2LLM 4B (open weights).