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Compare Embedding Models

Side-by-side comparison of embedding model specifications

Jina Embeddings v5 Text 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 Text NanoJina AI
Qwen3-Embedding-8B▾
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
Qwen3-Embedding-8BQwen
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
SPECIFICATIONS
Max dimension 768 4K 2K 1K
Max tokens 8K 33K 33K 33K
Parameters 239M 8B 3.8B 677M
License CC BY-NC 4.0 Apache 2.0 Apache 2.0 CC BY-NC 4.0
EMBEDDING TYPES
Types
Dense
Dense
DenseLate
Dense
MATRYOSHKA DIMENSIONS
Available sizes
3264128256512768
3264128256512102420484096
12825651210242048
32641282565127681024
INPUT MODALITIES
Text ✓ ✓ ✓ ✓
Image — — ✓ —
PDF — — ✓ —
OUTPUT TYPES
Single vector — ✓ ✓ —
Multi vector — — ✓ —
LANGUAGE SUPPORT
Languages — 🌍 100+ 🌍 29+ —
PRICING
Per 1M tokens — — $0.050 —
BENCHMARKS
CMTEB CHINESE — 73.84 — —
COIR — — 71.59 —
JINA VDR — — 84.11 —
LONGEMBED — — 67.11 —
MMTEB 65.50 — 66.49 67.70
MTEB EN — — 55.97 —
MTEB EN V2 — 75.22 — —
MTEB ENGLISH V2 71.00 — — 71.70
MTEB MULTILINGUAL — 70.58 — —
VIDORE — — 90.17 —