← Back to Models

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
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
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
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
SPECIFICATIONS
Max dimension 4K 4K — 3K
Max tokens 33K 33K — 2K
Parameters 8B 8B 350M —
License Apache 2.0 Apache 2.0 Apache 2.0 Proprietary
EMBEDDING TYPES
Types
Dense
Dense
LateColBERT
Dense
MATRYOSHKA DIMENSIONS
Available sizes
3264128256512102420484096
3264128256512102420484096
—
1282565127681024153620483072
INPUT MODALITIES
Text ✓ ✓ ✓ ✓
Image — — — —
PDF — — — —
OUTPUT TYPES
Single vector ✓ ✓ — ✓
Multi vector — — ✓ —
LANGUAGE SUPPORT
Languages 🌍 100+ 🌍 100+ 🌍 Multi 🌍 Multi
PRICING
Per 1M tokens — — — $0.150
BENCHMARKS
CMTEB CHINESE 73.84 73.84 — —
MTEB 1536D — — — 68.17
MTEB 2048D — — — 68.16
MTEB 768D — — — 67.99
MTEB EN V2 75.22 75.22 — —
MTEB MULTILINGUAL 70.58 70.58 — —
MTEB MULTILINGUAL AVG — — — 68.32