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Giga Embeddings Instruct 3B 0826

Aug 2026
aGiga Embeddings Instruct 3B 0826
Compare in
on
self-host onlyprice
59.4MTEB English v2
Aug 2026released
2,048Dimensions
8K tokensMax input
en, ruLanguages

Rankingconfiguration unstated?

Full ranking →
1Geevec Embeddings 1.079.92Harrier OSS v1 27B78.33KaLM Embedding Gemma3 12B 251175.74Octen Embedding 8B71.65Geevec Embeddings 1.0 Lite70.9
···
36BidirLM Omni 2.5B Embedding6137Giga Embeddings Instruct 3B 082660.838Gte Qwen2 1.5B Instruct60.8

Strong at

A
Embeddings & Retrieval#26 of 200

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 Europe v1 · Bitext Mining · multilingual (28 languages)88.9#29
MTEB Europe v1 · Clustering · multilingual (29 languages)50.6#9
MTEB Europe v1 · Instruction Reranking · English2.1#25
MTEB Europe v1 · Reranking · multilingual (12 languages)62.6#10
MTEB Europe v1 · Multilabel Classification · multilingual (23 languages)18.8#34
MTEB French v1 · Pair Classification · French67#16
MTEB Indic v1 · Reranking · multilingual (2 languages)84.6#45
MTEB Indic v1 · Pair Classification · Hindi73.6#44
MTEB Indic v1 · STS · multilingual (13 languages)28.8#69
MTEB Indic v1 · Clustering · multilingual (21 languages)45.2#29
MTEB Dutch v1 · Reranking · Dutch92#9
MTEB Portuguese v1 · Multilabel Classification · Portuguese34.2#2
MTEB Medical v1 · Clustering · English48.8#12
FollowIR · Mean over tasks · English2.1#25
FollowIR · Mean over task types · English2.1#25
FollowIR · Instruction Reranking · English2.1#25
MTEB Spanish v1 · Pair Classification · Spanish73#18
MTEB Thai v1 · Clustering · Thai67.8#8
MTEB Thai v1 · Pair Classification · Thai71.3#50
MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)73.9#24
CoIR · Mean over tasks · multilingual (9 languages)75.9#17
CoIR · Mean over task types · multilingual (9 languages)75.9#17
CoIR · Retrieval · multilingual (9 languages)75.9#17
MTEB Code v1 · Mean over tasks · multilingual (15 languages)76.9#15
MTEB Code v1 · Mean over task types · multilingual (15 languages)76.9#15
MTEB Code v1 · Retrieval · multilingual (15 languages)76.9#15
MTEB Russian v1.1 · Mean over tasks · Russian74.6#2
MTEB Russian v1.1 · Mean over task types · Russian72.4#3
MTEB Russian v1.1 · Classification · Russian78.2#2
MTEB Russian v1.1 · STS · Russian76.5#3
MTEB Russian v1.1 · Reranking · Russian73.7#3
MTEB Russian v1.1 · Clustering · Russian68.3#1
MTEB Russian v1.1 · Pair Classification · Russian72.3#2
MTEB Russian v1.1 · Retrieval · Russian80.9#3
MTEB Russian v1.1 · Multilabel Classification · Russian57.2#2
MTEB multilingual v2 · Mean over tasks · multilingual (1037 languages)63.9#20
MTEB multilingual v2 · Mean over task types · multilingual (1037 languages)56.5#19
MTEB multilingual v2 · Classification · multilingual (119 languages)66.3#22
MTEB multilingual v2 · Clustering · multilingual (208 languages)54.3#16
MTEB multilingual v2 · STS · multilingual (35 languages)74.2#31
MTEB multilingual v2 · Pair Classification · multilingual (24 languages)82.6#13
MTEB multilingual v2 · Retrieval · multilingual (120 languages)60.8#37
MTEB multilingual v2 · Bitext Mining · multilingual (1026 languages)68#48
MTEB multilingual v2 · Instruction Reranking · English2.1#25
MTEB multilingual v2 · Multilabel Classification · multilingual (25 languages)32.7#9
MTEB multilingual v2 · Reranking · multilingual (22 languages)67.3#11

FAQ

How much does Giga Embeddings Instruct 3B 0826 cost?›

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

Is Giga Embeddings Instruct 3B 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 3B 0826, and what is it best at?›

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

Is Giga Embeddings Instruct 3B 0826 better than BidirLM Omni 2.5B Embedding?›

On MTEB multilingual v2 · Retrieval · multilingual (120 languages), Giga Embeddings Instruct 3B 0826 scores 60.8 vs 61 — about the same.

When was Giga Embeddings Instruct 3B 0826 released? Is there a newer version?›

Released 2026-08-19. It is the current version in its line.

Is Giga Embeddings Instruct 3B 0826 open source?›

Yes, the weights are open (MIT licence).

Can I run Giga Embeddings Instruct 3B 0826 locally?›

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

What is Giga Embeddings Instruct 3B 0826?›

Giga Embeddings Instruct 3B 0826 is an open-weights embeddings & retrieval model from ai-sage, released Aug 2026.

What are the best alternatives to Giga Embeddings Instruct 3B 0826?›

pplx Embed v1 0.6B (better), KaLM Embedding Gemma3 12B 2511 (open weights).