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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
LFM2-ColBERT-350M▾
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
LFM2-ColBERT-350MLiquid 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
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
SPECIFICATIONS
Max dimension 1K — 2K 4K
Max tokens 8K — 33K 4K
Parameters 559M 350M 3.8B 7B
License CC BY-NC 4.0 Apache 2.0 Apache 2.0 Apache 2.0
EMBEDDING TYPES
Types
Dense
LateColBERT
DenseLate
Dense
MATRYOSHKA DIMENSIONS
Available sizes
32641282565121024
—
12825651210242048
—
INPUT MODALITIES
Text ✓ ✓ ✓ ✓
Image — — ✓ —
PDF — — ✓ —
OUTPUT TYPES
Single vector ✓ — ✓ ✓
Multi vector — ✓ ✓ —
LANGUAGE SUPPORT
Languages 🌍 89+ 🌍 Multi 🌍 29+ 🌍 Multi
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 — — — 68.20
MTEB EN 54.33 — 55.97 —
MTEB RETRIEVAL — — — 60.20
VIDORE — — 90.17 —