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Compare Embedding Models

Side-by-side comparison of embedding model specifications

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 v3Jina 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
Voyage 3 LargeVoyage AI
Cohere Embed English 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
Cohere Embed English v3Cohere
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 v4Jina AI
SPECIFICATIONS
Max dimension 1K 2K 1K 2K
Max tokens 8K 32K 512 33K
Parameters 559M — — 3.8B
License CC BY-NC 4.0 Proprietary Proprietary Apache 2.0
EMBEDDING TYPES
Types
Dense
Dense
Dense
DenseLate
MATRYOSHKA DIMENSIONS
Available sizes
32641282565121024
25651210242048
—
12825651210242048
INPUT MODALITIES
Text ✓ ✓ ✓ ✓
Image — — ✓ ✓
PDF — — — ✓
OUTPUT TYPES
Single vector ✓ ✓ ✓ ✓
Multi vector — — — ✓
LANGUAGE SUPPORT
Languages 🌍 89+ 🌍 Multi — 🌍 29+
PRICING
Per 1M tokens $0.020 — — $0.050
BENCHMARKS
COIR — — — 71.59
JINA VDR — — — 84.11
LONGEMBED 55.66 — — 67.11
MMTEB 58.58 — — 66.49
MTEB AVG — — 64.47 —
MTEB EN 54.33 — — 55.97
MTEB RETRIEVAL — — 55.00 —
VIDORE — — — 90.17