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Compare Embedding Models

Side-by-side comparison of embedding model specifications

Jina Embeddings v4▾
✓ Jina Embeddings v4 Jina Embeddings v3 Qwen3-Embedding-8B Gemini Embedding 001 mxbai-embed-large-v1 Cohere Embed v4 Cohere Embed English v3 Cohere Embed Multilingual v3 Voyage 3 Large GTE-Qwen2-7B-instruct Linq-Embed-Mistral LFM2-ColBERT-350M
Jina Embeddings v4Jina AI
Linq-Embed-Mistral▾
Jina Embeddings v4 Jina Embeddings v3 Qwen3-Embedding-8B Gemini Embedding 001 mxbai-embed-large-v1 Cohere Embed v4 Cohere Embed English v3 Cohere Embed Multilingual v3 Voyage 3 Large GTE-Qwen2-7B-instruct✓ Linq-Embed-Mistral LFM2-ColBERT-350M
Linq-Embed-MistralLinq AI
Jina Embeddings v4▾
✓ Jina Embeddings v4 Jina Embeddings v3 Qwen3-Embedding-8B Gemini Embedding 001 mxbai-embed-large-v1 Cohere Embed v4 Cohere Embed English v3 Cohere Embed Multilingual v3 Voyage 3 Large GTE-Qwen2-7B-instruct Linq-Embed-Mistral LFM2-ColBERT-350M
Jina Embeddings v4Jina AI
Jina Embeddings v3▾
Jina Embeddings v4✓ Jina Embeddings v3 Qwen3-Embedding-8B Gemini Embedding 001 mxbai-embed-large-v1 Cohere Embed v4 Cohere Embed English v3 Cohere Embed Multilingual v3 Voyage 3 Large GTE-Qwen2-7B-instruct Linq-Embed-Mistral LFM2-ColBERT-350M
Jina Embeddings v3Jina AI
SPECIFICATIONS
Max dimension 2K 4K 2K 1K
Max tokens 33K 4K 33K 8K
Parameters 3.8B 7B 3.8B 559M
License Apache 2.0 Apache 2.0 Apache 2.0 CC BY-NC 4.0
EMBEDDING TYPES
Types
DenseLate
Dense
DenseLate
Dense
MATRYOSHKA DIMENSIONS
Available sizes
12825651210242048
—
12825651210242048
32641282565121024
INPUT MODALITIES
Text ✓ ✓ ✓ ✓
Image ✓ — ✓ —
PDF ✓ — ✓ —
OUTPUT TYPES
Single vector ✓ ✓ ✓ ✓
Multi vector ✓ — ✓ —
LANGUAGE SUPPORT
Languages 🌍 29+ 🌍 Multi 🌍 29+ 🌍 89+
PRICING
Per 1M tokens $0.050 — $0.050 $0.020
BENCHMARKS
COIR 71.59 — 71.59 —
JINA VDR 84.11 — 84.11 —
LONGEMBED 67.11 — 67.11 55.66
MMTEB 66.49 — 66.49 58.58
MTEB AVG — 68.20 — —
MTEB EN 55.97 — 55.97 54.33
MTEB RETRIEVAL — 60.20 — —
VIDORE 90.17 — 90.17 —