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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 v5 Omni Small Jina Embeddings v5 Omni Nano Jina Embeddings v5 Omni Nano Text-Matching Jina Embeddings v5 Text Small Jina Embeddings v5 Text Nano Jina Embeddings v5 Text Small Text-Matching
Jina Embeddings v4Jina AI
Jina Embeddings v5 Text Small▾
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 v5 Omni Small Jina Embeddings v5 Omni Nano Jina Embeddings v5 Omni Nano Text-Matching✓ Jina Embeddings v5 Text Small Jina Embeddings v5 Text Nano Jina Embeddings v5 Text Small Text-Matching
Jina Embeddings v5 Text SmallJina AI
Jina Embeddings v5 Omni Small▾
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 v5 Omni Small Jina Embeddings v5 Omni Nano Jina Embeddings v5 Omni Nano Text-Matching Jina Embeddings v5 Text Small Jina Embeddings v5 Text Nano Jina Embeddings v5 Text Small Text-Matching
Jina Embeddings v5 Omni SmallJina AI
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SPECIFICATIONS
Max dimension 2K 1K 1K
Max tokens 33K 33K 33K
Parameters 3.8B 677M 1.74B
License Apache 2.0 CC BY-NC 4.0 CC BY-NC 4.0
EMBEDDING TYPES
Types
DenseLate
Dense
Dense
MATRYOSHKA DIMENSIONS
Available sizes
12825651210242048
32641282565127681024
32641282565127681024
INPUT MODALITIES
Text ✓ ✓ ✓
Image ✓ — ✓
PDF ✓ — ✓
OUTPUT TYPES
Single vector ✓ — —
Multi vector ✓ — —
LANGUAGE SUPPORT
Languages 🌍 29+ — —
PRICING
Per 1M tokens $0.050 — —
BENCHMARKS
COIR 71.59 — —
JINA VDR 84.11 — —
LONGEMBED 67.11 — —
MMTEB 66.49 67.70 —
MTEB EN 55.97 — —
MTEB ENGLISH V2 — 71.70 —
VIDORE 90.17 — —