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Compare Embedding Models

Side-by-side comparison of embedding model specifications

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
Cohere Embed Multilingual 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
Cohere Embed Multilingual v3Cohere
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
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
SPECIFICATIONS
Max dimension 4K 1K 2K 1K
Max tokens 32K 512 33K 512
Parameters 7B — 3.8B 335M
License Apache 2.0 Proprietary Apache 2.0 Apache 2.0
EMBEDDING TYPES
Types
Dense
Dense
DenseLate
Dense
MATRYOSHKA DIMENSIONS
Available sizes — —
12825651210242048
641282565121024
INPUT MODALITIES
Text ✓ ✓ ✓ ✓
Image — ✓ ✓ —
PDF — — ✓ —
OUTPUT TYPES
Single vector ✓ ✓ ✓ ✓
Multi vector — — ✓ —
LANGUAGE SUPPORT
Languages 🌍 Multi 🌍 100+ 🌍 29+ —
PRICING
Per 1M tokens — — $0.050 —
BENCHMARKS
CMTEB 35 72.05 — — —
COIR — — 71.59 —
JINA VDR — — 84.11 —
LONGEMBED — — 67.11 —
MMTEB — — 66.49 —
MTEB 56 70.24 — — —
MTEB AVG — — — 64.68
MTEB EN — — 55.97 —
MTEB FR 68.25 — — —
MTEB PL 67.86 — — —
MTEB RETRIEVAL — — — 54.39
MTEB STS — — — 85.00
VIDORE — — 90.17 —