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 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 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 Omni 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	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
SPECIFICATIONS
Max dimension	2K	1K	2K	2K
Max tokens	33K	33K	33K	33K
Parameters	3.8B	1.74B	3.8B	3.8B
License	Apache 2.0	CC BY-NC 4.0	Apache 2.0	Apache 2.0
EMBEDDING TYPES
Types	DenseLate	Dense	DenseLate	DenseLate
MATRYOSHKA DIMENSIONS
Available sizes	12825651210242048	32641282565127681024	12825651210242048	12825651210242048
INPUT MODALITIES
Text	✓	✓	✓	✓
Image	✓	✓	✓	✓
PDF	✓	✓	✓	✓
OUTPUT TYPES
Single vector	✓	—	✓	✓
Multi vector	✓	—	✓	✓
LANGUAGE SUPPORT
Languages	🌍 29+	—	🌍 29+	🌍 29+
PRICING
Per 1M tokens	$0.050	—	$0.050	$0.050
BENCHMARKS
COIR	71.59	—	71.59	71.59
JINA VDR	84.11	—	84.11	84.11
LONGEMBED	67.11	—	67.11	67.11
MMTEB	66.49	—	66.49	66.49
MTEB EN	55.97	—	55.97	55.97
VIDORE	90.17	—	90.17	90.17