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Compare Embedding Models

Side-by-side comparison of embedding model specifications

Cohere Embed 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
Cohere Embed v4Cohere
Jina Embeddings v5 Text Small▾
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 Text SmallJina 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 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
+Add
SPECIFICATIONS
Max dimension 2K 1K 2K
Max tokens 128K 33K 33K
Parameters — 677M 3.8B
License Proprietary CC BY-NC 4.0 Apache 2.0
EMBEDDING TYPES
Types
Dense
Dense
DenseLate
MATRYOSHKA DIMENSIONS
Available sizes
25651210241536
32641282565127681024
12825651210242048
INPUT MODALITIES
Text ✓ ✓ ✓
Image ✓ — ✓
PDF ✓ — ✓
OUTPUT TYPES
Single vector ✓ — ✓
Multi vector — — ✓
LANGUAGE SUPPORT
Languages 🌍 100+ — 🌍 29+
PRICING
Per 1M tokens — — $0.050
BENCHMARKS
COIR — — 71.59
JINA VDR — — 84.11
LONGEMBED — — 67.11
MMTEB — 67.70 66.49
MTEB EN — — 55.97
MTEB ENGLISH V2 — 71.70 —
VIDORE — — 90.17