a

Giga Embeddings Instruct

Sep 2025
aGiga Embeddings Instruct
Compare in
on
self-host onlyprice
59.7MTEB English v2
Sep 2025released
2,048Dimensions
4K tokensMax input
en, ruLanguages

Rankingconfiguration unstated?

Full ranking →
1LCO Embedding Omni 7B39.72LGAI Embedding Preview38.93Gemini Embedding 00138.34ICT TIME And Querit Embedding v1385Giga Embeddings Instruct37.76EmbeddingGemma 300M37.6

Strong at

A
Embeddings & Retrieval#24 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 Medical v1 · Clustering · English47.1#23
MTEB Russian v1.1 · Mean over tasks · Russian74.2#3
MTEB Russian v1.1 · Mean over task types · Russian73.1#1
MTEB Russian v1.1 · Classification · Russian76.7#3
MTEB Russian v1.1 · STS · Russian75.7#7
MTEB Russian v1.1 · Reranking · Russian74#2
MTEB Russian v1.1 · Clustering · Russian67.5#4
MTEB Russian v1.1 · Pair Classification · Russian79.6#1
MTEB Russian v1.1 · Retrieval · Russian81.4#2
MTEB Russian v1.1 · Multilabel Classification · Russian57.1#3

FAQ

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 ICT TIME And Querit Embedding v1?›

On MTEB English v2 · Summarization · English, Giga Embeddings Instruct scores 37.7 vs 38 — 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?›

LGAI Embedding Preview (open weights).