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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 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
Voyage 3 LargeVoyage 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 v4Jina AI
Cohere Embed Multilingual 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 Multilingual v3Cohere
SPECIFICATIONS
Max dimension 2K 2K 2K 1K
Max tokens 33K 32K 33K 512
Parameters 3.8B — 3.8B —
License Apache 2.0 Proprietary Apache 2.0 Proprietary
EMBEDDING TYPES
Types
DenseLate
Dense
DenseLate
Dense
MATRYOSHKA DIMENSIONS
Available sizes
12825651210242048
25651210242048
12825651210242048
—
INPUT MODALITIES
Text ✓ ✓ ✓ ✓
Image ✓ — ✓ ✓
PDF ✓ — ✓ —
OUTPUT TYPES
Single vector ✓ ✓ ✓ ✓
Multi vector ✓ — ✓ —
LANGUAGE SUPPORT
Languages 🌍 29+ 🌍 Multi 🌍 29+ 🌍 100+
PRICING
Per 1M tokens $0.050 — $0.050 —
BENCHMARKS
COIR 71.59 — 71.59 —
JINA VDR 84.11 — 84.11 —
LONGEMBED 67.11 — 67.11 —
MMTEB 66.49 — 66.49 —
MTEB EN 55.97 — 55.97 —
VIDORE 90.17 — 90.17 —