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Compare Embedding Models

Side-by-side comparison of embedding model specifications

Jina Embeddings v5 Omni Nano▾
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 NanoJina AI
Gemini Embedding 001▾
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
Gemini Embedding 001Google
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
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SPECIFICATIONS
Max dimension 768 3K 2K
Max tokens 8K 2K 33K
Parameters 1.04B — 3.8B
License CC BY-NC 4.0 Proprietary Apache 2.0
EMBEDDING TYPES
Types
Dense
Dense
DenseLate
MATRYOSHKA DIMENSIONS
Available sizes
3264128256512768
1282565127681024153620483072
12825651210242048
INPUT MODALITIES
Text ✓ ✓ ✓
Image ✓ — ✓
PDF ✓ — ✓
OUTPUT TYPES
Single vector — ✓ ✓
Multi vector — — ✓
LANGUAGE SUPPORT
Languages — 🌍 Multi 🌍 29+
PRICING
Per 1M tokens — $0.150 $0.050
BENCHMARKS
COIR — — 71.59
JINA VDR — — 84.11
LONGEMBED — — 67.11
MMTEB — — 66.49
MTEB 1536D — 68.17 —
MTEB 2048D — 68.16 —
MTEB 768D — 67.99 —
MTEB EN — — 55.97
MTEB MULTILINGUAL AVG — 68.32 —
VIDORE — — 90.17