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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 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
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 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
SPECIFICATIONS
Max dimension 2K 768 3K 1K
Max tokens 33K 8K 2K 8K
Parameters 3.8B 239M — 559M
License Apache 2.0 CC BY-NC 4.0 Proprietary CC BY-NC 4.0
EMBEDDING TYPES
Types
DenseLate
Dense
Dense
Dense
MATRYOSHKA DIMENSIONS
Available sizes
12825651210242048
3264128256512768
1282565127681024153620483072
32641282565121024
INPUT MODALITIES
Text ✓ ✓ ✓ ✓
Image ✓ — — —
PDF ✓ — — —
OUTPUT TYPES
Single vector ✓ — ✓ ✓
Multi vector ✓ — — —
LANGUAGE SUPPORT
Languages 🌍 29+ — 🌍 Multi 🌍 89+
PRICING
Per 1M tokens $0.050 — $0.150 $0.020
BENCHMARKS
COIR 71.59 — — —
JINA VDR 84.11 — — —
LONGEMBED 67.11 — — 55.66
MMTEB 66.49 65.50 — 58.58
MTEB 1536D — — 68.17 —
MTEB 2048D — — 68.16 —
MTEB 768D — — 67.99 —
MTEB EN 55.97 — — 54.33
MTEB ENGLISH V2 — 71.00 — —
MTEB MULTILINGUAL AVG — — 68.32 —
VIDORE 90.17 — — —