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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
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 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
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 2K — 1K 2K
Max tokens 33K — 8K 33K
Parameters 3.8B 350M 559M 3.8B
License Apache 2.0 Apache 2.0 CC BY-NC 4.0 Apache 2.0
EMBEDDING TYPES
Types
DenseLate
LateColBERT
Dense
DenseLate
MATRYOSHKA DIMENSIONS
Available sizes
12825651210242048
—
32641282565121024
12825651210242048
INPUT MODALITIES
Text ✓ ✓ ✓ ✓
Image ✓ — — ✓
PDF ✓ — — ✓
OUTPUT TYPES
Single vector ✓ — ✓ ✓
Multi vector ✓ ✓ — ✓
LANGUAGE SUPPORT
Languages 🌍 29+ 🌍 Multi 🌍 89+ 🌍 29+
PRICING
Per 1M tokens $0.050 — $0.020 $0.050
BENCHMARKS
COIR 71.59 — — 71.59
JINA VDR 84.11 — — 84.11
LONGEMBED 67.11 — 55.66 67.11
MMTEB 66.49 — 58.58 66.49
MTEB EN 55.97 — 54.33 55.97
VIDORE 90.17 — — 90.17