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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
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
Qwen3-Embedding-8B▾
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
Qwen3-Embedding-8BQwen
SPECIFICATIONS
Max dimension 1K 2K 1K 4K
Max tokens 8K 33K 512 33K
Parameters 559M 3.8B — 8B
License CC BY-NC 4.0 Apache 2.0 Proprietary Apache 2.0
EMBEDDING TYPES
Types
Dense
DenseLate
Dense
Dense
MATRYOSHKA DIMENSIONS
Available sizes
32641282565121024
12825651210242048
—
3264128256512102420484096
INPUT MODALITIES
Text ✓ ✓ ✓ ✓
Image — ✓ ✓ —
PDF — ✓ — —
OUTPUT TYPES
Single vector ✓ ✓ ✓ ✓
Multi vector — ✓ — —
LANGUAGE SUPPORT
Languages 🌍 89+ 🌍 29+ — 🌍 100+
PRICING
Per 1M tokens $0.020 $0.050 — —
BENCHMARKS
CMTEB CHINESE — — — 73.84
COIR — 71.59 — —
JINA VDR — 84.11 — —
LONGEMBED 55.66 67.11 — —
MMTEB 58.58 66.49 — —
MTEB AVG — — 64.47 —
MTEB EN 54.33 55.97 — —
MTEB EN V2 — — — 75.22
MTEB MULTILINGUAL — — — 70.58
MTEB RETRIEVAL — — 55.00 —
VIDORE — 90.17 — —