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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
GTE-Qwen2-7B-instruct▾
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
GTE-Qwen2-7B-instructAlibaba
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
+Add
SPECIFICATIONS
Max dimension 2K 4K 2K
Max tokens 33K 32K 33K
Parameters 3.8B 7B 3.8B
License Apache 2.0 Apache 2.0 Apache 2.0
EMBEDDING TYPES
Types
DenseLate
Dense
DenseLate
MATRYOSHKA DIMENSIONS
Available sizes
12825651210242048
—
12825651210242048
INPUT MODALITIES
Text ✓ ✓ ✓
Image ✓ — ✓
PDF ✓ — ✓
OUTPUT TYPES
Single vector ✓ ✓ ✓
Multi vector ✓ — ✓
LANGUAGE SUPPORT
Languages 🌍 29+ 🌍 Multi 🌍 29+
PRICING
Per 1M tokens $0.050 — $0.050
BENCHMARKS
CMTEB 35 — 72.05 —
COIR 71.59 — 71.59
JINA VDR 84.11 — 84.11
LONGEMBED 67.11 — 67.11
MMTEB 66.49 — 66.49
MTEB 56 — 70.24 —
MTEB EN 55.97 — 55.97
MTEB FR — 68.25 —
MTEB PL — 67.86 —
VIDORE 90.17 — 90.17