Model
Retrieval & Memory
Jina Embeddings v3
1Multilingual 2embeddings 3with 4task-specific 5LoRA 6adapters
the six Ws · specification
W1
Who
Jina AI released Jina Embeddings v3.
W2
What
Jina Embeddings v3 is a multilingual, long-context text embedding model that uses task-specific LoRA adapters to optimize for retrieval, classification, or clustering.
W3
Where
Hosted on Hugging Face under jinaai/jina-embeddings-v3, with an accompanying API on the Jina AI website.
W4
When
Released in September 2024.
W5
Why
It supports up to 8192 token contexts across nearly 100 languages, targeting production retrieval-augmented generation pipelines.
W6
With
Runs via the Hugging Face transformers library with custom code enabled.
W7
Watch
Released under the CC-BY-NC 4.0 license for the open weights, restricting commercial use without a paid Jina AI license.
alternatives
works with
embeddingsmultilinguallong-contextJina AI