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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 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 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 v3Jina AI
mxbai-embed-large-v1▾
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
mxbai-embed-large-v1Mixedbread
+Add
SPECIFICATIONS
Max dimension 768 1K 1K
Max tokens 8K 8K 512
Parameters 0.95B 559M 335M
License CC BY-NC 4.0 CC BY-NC 4.0 Apache 2.0
EMBEDDING TYPES
Types
Dense
Dense
Dense
MATRYOSHKA DIMENSIONS
Available sizes
3264128256512768
32641282565121024
641282565121024
INPUT MODALITIES
Text ✓ ✓ ✓
Image ✓ — —
PDF ✓ — —
OUTPUT TYPES
Single vector — ✓ ✓
Multi vector — — —
LANGUAGE SUPPORT
Languages — 🌍 89+ —
PRICING
Per 1M tokens — $0.020 —
BENCHMARKS
LONGEMBED — 55.66 —
MMTEB — 58.58 —
MTEB AVG — — 64.68
MTEB EN — 54.33 —
MTEB RETRIEVAL — — 54.39
MTEB STS — — 85.00