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Compare Embedding Models

Side-by-side comparison of embedding model specifications

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
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
mxbai-embed-large-v1▾
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
mxbai-embed-large-v1Mixedbread
SPECIFICATIONS
Max dimension 1K 1K 2K 1K
Max tokens 512 8K 33K 512
Parameters — 559M 3.8B 335M
License Proprietary CC BY-NC 4.0 Apache 2.0 Apache 2.0
EMBEDDING TYPES
Types
Dense
Dense
DenseLate
Dense
MATRYOSHKA DIMENSIONS
Available sizes —
32641282565121024
12825651210242048
641282565121024
INPUT MODALITIES
Text ✓ ✓ ✓ ✓
Image ✓ — ✓ —
PDF — — ✓ —
OUTPUT TYPES
Single vector ✓ ✓ ✓ ✓
Multi vector — — ✓ —
LANGUAGE SUPPORT
Languages — 🌍 89+ 🌍 29+ —
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 64.47 — — 64.68
MTEB EN — 54.33 55.97 —
MTEB RETRIEVAL 55.00 — — 54.39
MTEB STS — — — 85.00
VIDORE — — 90.17 —