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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
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
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
SPECIFICATIONS
Max dimension 2K 2K 1K 4K
Max tokens 33K 33K 512 32K
Parameters 3.8B 3.8B — 7B
License Apache 2.0 Apache 2.0 Proprietary Apache 2.0
EMBEDDING TYPES
Types
DenseLate
DenseLate
Dense
Dense
MATRYOSHKA DIMENSIONS
Available sizes
12825651210242048
12825651210242048
— —
INPUT MODALITIES
Text ✓ ✓ ✓ ✓
Image ✓ ✓ ✓ —
PDF ✓ ✓ — —
OUTPUT TYPES
Single vector ✓ ✓ ✓ ✓
Multi vector ✓ ✓ — —
LANGUAGE SUPPORT
Languages 🌍 29+ 🌍 29+ — 🌍 Multi
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 AVG — — 64.47 —
MTEB EN 55.97 55.97 — —
MTEB FR — — — 68.25
MTEB PL — — — 67.86
MTEB RETRIEVAL — — 55.00 —
VIDORE 90.17 90.17 — —