Compare Embeddings: GTE-Qwen2-7B-instruct, Qwen3-Embedding-8B, Jina Embeddings v3, Jina Embeddings v4

	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	Qwen3-Embedding-8B▾ 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 Qwen3-Embedding-8BQwen	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
SPECIFICATIONS
Max dimension	4K	4K	1K	2K
Max tokens	32K	33K	8K	33K
Parameters	7B	8B	559M	3.8B
License	Apache 2.0	Apache 2.0	CC BY-NC 4.0	Apache 2.0
EMBEDDING TYPES
Types	Dense	Dense	Dense	DenseLate
MATRYOSHKA DIMENSIONS
Available sizes	—	3264128256512102420484096	32641282565121024	12825651210242048
INPUT MODALITIES
Text	✓	✓	✓	✓
Image	—	—	—	✓
PDF	—	—	—	✓
OUTPUT TYPES
Single vector	✓	✓	✓	✓
Multi vector	—	—	—	✓
LANGUAGE SUPPORT
Languages	🌍 Multi	🌍 100+	🌍 89+	🌍 29+
PRICING
Per 1M tokens	—	—	$0.020	$0.050
BENCHMARKS
CMTEB 35	72.05	—	—	—
CMTEB CHINESE	—	73.84	—	—
COIR	—	—	—	71.59
JINA VDR	—	—	—	84.11
LONGEMBED	—	—	55.66	67.11
MMTEB	—	—	58.58	66.49
MTEB 56	70.24	—	—	—
MTEB EN	—	—	54.33	55.97
MTEB EN V2	—	75.22	—	—
MTEB FR	68.25	—	—	—
MTEB MULTILINGUAL	—	70.58	—	—
MTEB PL	67.86	—	—	—
VIDORE	—	—	—	90.17

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