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Compare Embedding Models

Side-by-side comparison of embedding model specifications

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
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 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
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SPECIFICATIONS
Max dimension 4K 2K 1K
Max tokens 4K 33K 512
Parameters 7B 3.8B —
License Apache 2.0 Apache 2.0 Proprietary
EMBEDDING TYPES
Types
Dense
DenseLate
Dense
MATRYOSHKA DIMENSIONS
Available sizes —
12825651210242048
—
INPUT MODALITIES
Text ✓ ✓ ✓
Image — ✓ ✓
PDF — ✓ —
OUTPUT TYPES
Single vector ✓ ✓ ✓
Multi vector — ✓ —
LANGUAGE SUPPORT
Languages 🌍 Multi 🌍 29+ —
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 —