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Compare Embedding Models

Side-by-side comparison of embedding model specifications

Cohere Embed English 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 English v3Cohere
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
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
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 1K — 4K 1K
Max tokens 512 — 33K 512
Parameters — 350M 8B 335M
License Proprietary Apache 2.0 Apache 2.0 Apache 2.0
EMBEDDING TYPES
Types
Dense
LateColBERT
Dense
Dense
MATRYOSHKA DIMENSIONS
Available sizes — —
3264128256512102420484096
641282565121024
INPUT MODALITIES
Text ✓ ✓ ✓ ✓
Image ✓ — — —
PDF — — — —
OUTPUT TYPES
Single vector ✓ — ✓ ✓
Multi vector — ✓ — —
LANGUAGE SUPPORT
Languages — 🌍 Multi 🌍 100+ —
PRICING
Per 1M tokens — — — —
BENCHMARKS
CMTEB CHINESE — — 73.84 —
MTEB AVG 64.47 — — 64.68
MTEB EN V2 — — 75.22 —
MTEB MULTILINGUAL — — 70.58 —
MTEB RETRIEVAL 55.00 — — 54.39
MTEB STS — — — 85.00