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Compare Embedding Models

Side-by-side comparison of embedding model specifications

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
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
Gemini Embedding 001▾
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
Gemini Embedding 001Google
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
SPECIFICATIONS
Max dimension 4K 2K 3K 1K
Max tokens 33K 128K 2K 8K
Parameters 8B — — 559M
License Apache 2.0 Proprietary Proprietary CC BY-NC 4.0
EMBEDDING TYPES
Types
Dense
Dense
Dense
Dense
MATRYOSHKA DIMENSIONS
Available sizes
3264128256512102420484096
25651210241536
1282565127681024153620483072
32641282565121024
INPUT MODALITIES
Text ✓ ✓ ✓ ✓
Image — ✓ — —
PDF — ✓ — —
OUTPUT TYPES
Single vector ✓ ✓ ✓ ✓
Multi vector — — — —
LANGUAGE SUPPORT
Languages 🌍 100+ 🌍 100+ 🌍 Multi 🌍 89+
PRICING
Per 1M tokens — — $0.150 $0.020
BENCHMARKS
CMTEB CHINESE 73.84 — — —
LONGEMBED — — — 55.66
MMTEB — — — 58.58
MTEB 1536D — — 68.17 —
MTEB 2048D — — 68.16 —
MTEB 768D — — 67.99 —
MTEB EN — — — 54.33
MTEB EN V2 75.22 — — —
MTEB MULTILINGUAL 70.58 — — —
MTEB MULTILINGUAL AVG — — 68.32 —