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Compare Embedding Models

Side-by-side comparison of embedding model specifications

Jina Embeddings v5 Omni Nano Text-Matching▾
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 Nano Text-MatchingJina 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 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
Voyage 3 Large▾
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
Voyage 3 LargeVoyage AI
+Add
SPECIFICATIONS
Max dimension 768 2K 2K
Max tokens 8K 33K 32K
Parameters 0.95B 3.8B —
License CC BY-NC 4.0 Apache 2.0 Proprietary
EMBEDDING TYPES
Types
Dense
DenseLate
Dense
MATRYOSHKA DIMENSIONS
Available sizes
3264128256512768
12825651210242048
25651210242048
INPUT MODALITIES
Text ✓ ✓ ✓
Image ✓ ✓ —
PDF ✓ ✓ —
OUTPUT TYPES
Single vector — ✓ ✓
Multi vector — ✓ —
LANGUAGE SUPPORT
Languages — 🌍 29+ 🌍 Multi
PRICING
Per 1M tokens — $0.050 —
BENCHMARKS
COIR — 71.59 —
JINA VDR — 84.11 —
LONGEMBED — 67.11 —
MMTEB — 66.49 —
MTEB EN — 55.97 —
VIDORE — 90.17 —