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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
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
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
Linq-Embed-Mistral▾
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
Linq-Embed-MistralLinq AI
SPECIFICATIONS
Max dimension 1K 2K 1K 4K
Max tokens 512 33K 8K 4K
Parameters 335M 3.8B 559M 7B
License Apache 2.0 Apache 2.0 CC BY-NC 4.0 Apache 2.0
EMBEDDING TYPES
Types
Dense
DenseLate
Dense
Dense
MATRYOSHKA DIMENSIONS
Available sizes
641282565121024
12825651210242048
32641282565121024
—
INPUT MODALITIES
Text ✓ ✓ ✓ ✓
Image — ✓ — —
PDF — ✓ — —
OUTPUT TYPES
Single vector ✓ ✓ ✓ ✓
Multi vector — ✓ — —
LANGUAGE SUPPORT
Languages — 🌍 29+ 🌍 89+ 🌍 Multi
PRICING
Per 1M tokens — $0.050 $0.020 —
BENCHMARKS
COIR — 71.59 — —
JINA VDR — 84.11 — —
LONGEMBED — 67.11 55.66 —
MMTEB — 66.49 58.58 —
MTEB AVG 64.68 — — 68.20
MTEB EN — 55.97 54.33 —
MTEB RETRIEVAL 54.39 — — 60.20
MTEB STS 85.00 — — —
VIDORE — 90.17 — —