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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
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
Linq-Embed-Mistral▾
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
Linq-Embed-MistralLinq 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
SPECIFICATIONS
Max dimension 2K 1K 4K 1K
Max tokens 33K 512 4K 512
Parameters 3.8B — 7B —
License Apache 2.0 Proprietary Apache 2.0 Proprietary
EMBEDDING TYPES
Types
DenseLate
Dense
Dense
Dense
MATRYOSHKA DIMENSIONS
Available sizes
12825651210242048
— — —
INPUT MODALITIES
Text ✓ ✓ ✓ ✓
Image ✓ ✓ — ✓
PDF ✓ — — —
OUTPUT TYPES
Single vector ✓ ✓ ✓ ✓
Multi vector ✓ — — —
LANGUAGE SUPPORT
Languages 🌍 29+ 🌍 100+ 🌍 Multi —
PRICING
Per 1M tokens $0.050 — — —
BENCHMARKS
COIR 71.59 — — —
JINA VDR 84.11 — — —
LONGEMBED 67.11 — — —
MMTEB 66.49 — — —
MTEB AVG — — 68.20 64.47
MTEB EN 55.97 — — —
MTEB RETRIEVAL — — 60.20 55.00
VIDORE 90.17 — — —