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Jina Embeddings v3

Multilingual 8K-context embeddings with task LoRA adapters — but CC-BY-NC blocks commercial use.

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About

Jina Embeddings v3 (September 2024) is Jina AI's multilingual embedding model: 8K context, 89 languages, and task-specific LoRA adapters (retrieval, classification, separation) that specialize the embeddings per task without full fine-tuning.

Licensed CC-BY-NC-4.0: NON-COMMERCIAL. This is the critical caveat — you cannot use the weights in commercial products. (The Jina API offers commercial terms separately.) 1.86M Hugging Face downloads. A 2024 model with genuinely good multilingual quality, but the NC license rules out products. For commercial multilingual embeddings, use BGE-M3 (MIT) or the Jina API.

Specs

Context window

8,192 tokens

Pricing

Free for non-commercial use (CC-BY-NC-4.0). Commercial use via Jina AI API (paid).

Free quota

Free — download for non-commercial use; commercial via API.

API access

Self-hosted for non-commercial use (sentence-transformers); commercial via Jina AI API.

Weights

Open weights

Released

September 18, 2024

Benchmarks

Provider-claimed (Jina AI): strong multilingual MTEB — treat as provider-claimed. Independent standardized scores are limited.

Provider-reported unless a source says otherwise. Benchmarks are marketing-adjacent by nature — treat them as directional.

Use cases

ragsearchmultilingualsemantic-searchresearch

Trust score — 6/10

/10 trustMetrics-checked

Scored 6/10 (metrics tier). Good multilingual quality with 8K context and useful task adapters, plus real adoption (1.86M downloads). Docked four points: (1) CC-BY-NC-4.0 — no commercial use of the weights; (2) 2024-era, BGE-M3 leads the open multilingual space; (3) benchmark claims are provider-reported; (4) Jina's commercial path is API-only. Research and non-commercial use.

How the trust score is built

Full methodology →
Adoption · stars/downloads, log-scaled vs peers
8.5/10
Maintenance · recency, releases, issue load
4.0/10
Openness · license + docs
4.2/10
Manual review · sanity read + red-flag check
6.0/10
  • · HF downloads 1,856,415 (peer-normalized)
  • · released 755 days ago
  • · manual review: good multilingual quality, task adapters; NC license rules out products; license: CC-BY-NC-4.0 — NON-COMMERCIAL; commercial via Jina API only

Sources