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Giga Embeddings Instruct 480M 0826

Aug 2026
aGiga Embeddings Instruct 480M 0826
Compare in
on
self-host onlyprice
56.3MTEB English v2
Aug 2026released
1,024Dimensions
8K tokensMax input
en, ruLanguages

Rankingconfiguration unstated?

Full ranking →
1Giga Embeddings Instruct 10B A1.8B 082678.42Giga Embeddings Instruct 3B 082678.23Giga Embeddings Instruct76.74F2LLM v2 14B76.65F2LLM v2 8B766Giga Embeddings Instruct 480M 082675.27F2LLM v2 4B75.1

Strong at

A
Embeddings & Retrieval#48 of 200

Alternatives?

ModelScoreCostPriceWhat changes
aBetterGiga Embeddings Instruct 10B A1.8B 0826unstatedOpen+4%——Memory (4-bit): 0.3 GB → 6.3 GBaBetterGiga Embeddings Instruct 3B 0826unstatedOpen+4%——Memory (4-bit): 0.3 GB → 1.9 GBaOpenGiga Embeddings Instructunstated+2%——Max input: 8K tokens → 4K tokens+1cOpenF2LLM v2 8Bunstatedsame——Memory (4-bit): 0.3 GB → 4.5 GBcOpenF2LLM v2 4Bunstatedsame——Memory (4-bit): 0.3 GB → 2.4 GB

Run it yourself

estimate
Fits 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 & Retrieval
MTEB Medical v1 · Clustering · English47.2#22
CoIR · Mean over tasks · multilingual (9 languages)72.5#26
CoIR · Mean over task types · multilingual (9 languages)72.5#26
CoIR · Retrieval · multilingual (9 languages)72.5#26
MTEB Code v1 · Mean over tasks · multilingual (15 languages)72.9#25
MTEB Code v1 · Mean over task types · multilingual (15 languages)72.9#25
MTEB Code v1 · Retrieval · multilingual (15 languages)72.9#25
MTEB Russian v1.1 · Mean over tasks · Russian71#5
MTEB Russian v1.1 · Mean over task types · Russian68.4#6
MTEB Russian v1.1 · Classification · Russian75.2#6
MTEB Russian v1.1 · STS · Russian73.8#22
MTEB Russian v1.1 · Reranking · Russian70.7#7
MTEB Russian v1.1 · Clustering · Russian63.3#17
MTEB Russian v1.1 · Pair Classification · Russian64.8#18
MTEB Russian v1.1 · Retrieval · Russian76.2#8
MTEB Russian v1.1 · Multilabel Classification · Russian54.8#5

FAQ

How much does Giga Embeddings Instruct 480M 0826 cost?›

There is no per-unit API price: self-host only.

Is Giga Embeddings Instruct 480M 0826 free to use?›

There is no free API. The weights are open, so you can run it yourself.

How good is Giga Embeddings Instruct 480M 0826, and what is it best at?›

#48 of 200 in Embeddings. Strongest at: Embeddings & Retrieval.

Is Giga Embeddings Instruct 480M 0826 better than F2LLM v2 8B?›

On MTEB Russian v1.1 · Classification · Russian, Giga Embeddings Instruct 480M 0826 scores 75.2 vs 76 — about the same.

When was Giga Embeddings Instruct 480M 0826 released? Is there a newer version?›

Released 2026-08-10. It is the current version in its line.

Is Giga Embeddings Instruct 480M 0826 open source?›

Yes, the weights are open (MIT licence).

Can I run Giga Embeddings Instruct 480M 0826 locally?›

The weights are open and can be self-hosted; hardware needs are not confirmed yet.

What is Giga Embeddings Instruct 480M 0826?›

Giga Embeddings Instruct 480M 0826 is an open-weights embeddings & retrieval model from ai-sage, released Aug 2026.

What are the best alternatives to Giga Embeddings Instruct 480M 0826?›

Giga Embeddings Instruct 10B A1.8B 0826 (better).