Compare Embeddings: LFM2-ColBERT-350M, Jina Embeddings v4, GTE-Qwen2-7B-instruct, Jina Embeddings v3

	LFM2-ColBERT-350M▾ 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 LFM2-ColBERT-350MLiquid 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	GTE-Qwen2-7B-instruct▾ 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 GTE-Qwen2-7B-instructAlibaba	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
SPECIFICATIONS
Max dimension	—	2K	4K	1K
Max tokens	—	33K	32K	8K
Parameters	350M	3.8B	7B	559M
License	Apache 2.0	Apache 2.0	Apache 2.0	CC BY-NC 4.0
EMBEDDING TYPES
Types	LateColBERT	DenseLate	Dense	Dense
MATRYOSHKA DIMENSIONS
Available sizes	—	12825651210242048	—	32641282565121024
INPUT MODALITIES
Text	✓	✓	✓	✓
Image	—	✓	—	—
PDF	—	✓	—	—
OUTPUT TYPES
Single vector	—	✓	✓	✓
Multi vector	✓	✓	—	—
LANGUAGE SUPPORT
Languages	🌍 Multi	🌍 29+	🌍 Multi	🌍 89+
PRICING
Per 1M tokens	—	$0.050	—	$0.020
BENCHMARKS
CMTEB 35	—	—	72.05	—
COIR	—	71.59	—	—
JINA VDR	—	84.11	—	—
LONGEMBED	—	67.11	—	55.66
MMTEB	—	66.49	—	58.58
MTEB 56	—	—	70.24	—
MTEB EN	—	55.97	—	54.33
MTEB FR	—	—	68.25	—
MTEB PL	—	—	67.86	—
VIDORE	—	90.17	—	—

Compare Embedding Models