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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
mxbai-embed-large-v1Mixedbread
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
Cohere Embed v4Cohere
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
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
SPECIFICATIONS
Max dimension 1K 2K 2K 4K
Max tokens 512 128K 33K 33K
Parameters 335M — 3.8B 8B
License Apache 2.0 Proprietary Apache 2.0 Apache 2.0
EMBEDDING TYPES
Types
Dense
Dense
DenseLate
Dense
MATRYOSHKA DIMENSIONS
Available sizes
641282565121024
25651210241536
12825651210242048
3264128256512102420484096
INPUT MODALITIES
Text ✓ ✓ ✓ ✓
Image — ✓ ✓ —
PDF — ✓ ✓ —
OUTPUT TYPES
Single vector ✓ ✓ ✓ ✓
Multi vector — — ✓ —
LANGUAGE SUPPORT
Languages — 🌍 100+ 🌍 29+ 🌍 100+
PRICING
Per 1M tokens — — $0.050 —
BENCHMARKS
CMTEB CHINESE — — — 73.84
COIR — — 71.59 —
JINA VDR — — 84.11 —
LONGEMBED — — 67.11 —
MMTEB — — 66.49 —
MTEB AVG 64.68 — — —
MTEB EN — — 55.97 —
MTEB EN V2 — — — 75.22
MTEB MULTILINGUAL — — — 70.58
MTEB RETRIEVAL 54.39 — — —
MTEB STS 85.00 — — —
VIDORE — — 90.17 —