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Compare Embedding Models

Side-by-side comparison of embedding model specifications

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 Jina Embeddings v5 Omni Small Jina Embeddings v5 Omni Nano Jina Embeddings v5 Omni Nano Text-Matching Jina Embeddings v5 Text Small Jina Embeddings v5 Text Nano Jina Embeddings v5 Text Small Text-Matching
mxbai-embed-large-v1Mixedbread
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 v5 Omni Small Jina Embeddings v5 Omni Nano Jina Embeddings v5 Omni Nano Text-Matching Jina Embeddings v5 Text Small Jina Embeddings v5 Text Nano Jina Embeddings v5 Text Small Text-Matching
Jina Embeddings v4Jina AI
Jina Embeddings v5 Omni Nano Text-Matching▾
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 v5 Omni Small Jina Embeddings v5 Omni Nano✓ Jina Embeddings v5 Omni Nano Text-Matching Jina Embeddings v5 Text Small Jina Embeddings v5 Text Nano Jina Embeddings v5 Text Small Text-Matching
Jina Embeddings v5 Omni Nano Text-MatchingJina AI
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SPECIFICATIONS
Max dimension 1K 2K 768
Max tokens 512 33K 8K
Parameters 335M 3.8B 0.95B
License Apache 2.0 Apache 2.0 CC BY-NC 4.0
EMBEDDING TYPES
Types
Dense
DenseLate
Dense
MATRYOSHKA DIMENSIONS
Available sizes
641282565121024
12825651210242048
3264128256512768
INPUT MODALITIES
Text ✓ ✓ ✓
Image — ✓ ✓
PDF — ✓ ✓
OUTPUT TYPES
Single vector ✓ ✓ —
Multi vector — ✓ —
LANGUAGE SUPPORT
Languages — 🌍 29+ —
PRICING
Per 1M tokens — $0.050 —
BENCHMARKS
COIR — 71.59 —
JINA VDR — 84.11 —
LONGEMBED — 67.11 —
MMTEB — 66.49 —
MTEB AVG 64.68 — —
MTEB EN — 55.97 —
MTEB RETRIEVAL 54.39 — —
MTEB STS 85.00 — —
VIDORE — 90.17 —