GPUVecGPUVec
HomeGPUsProvidersLLMsEmbeddings

Tools

GPU ComparisonCost EstimatorModel CalculatorCompute CapabilityQdrant CalculatorBlog
← Back to Models

Compare Embedding Models

Side-by-side comparison of embedding model specifications

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 v5 Omni Small Jina Embeddings v5 Omni Nano Jina Embeddings v5 Omni Nano Text-Matching Jina Embeddings v5 Text Small Jina Embeddings v5 Text Nano Jina Embeddings v5 Text Small Text-Matching
Jina Embeddings v4Jina AI
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 Jina Embeddings v5 Omni Small Jina Embeddings v5 Omni Nano Jina Embeddings v5 Omni Nano Text-Matching Jina Embeddings v5 Text Small Jina Embeddings v5 Text Nano Jina Embeddings v5 Text Small Text-Matching
Cohere Embed English v3Cohere
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 Jina Embeddings v5 Omni Small Jina Embeddings v5 Omni Nano Jina Embeddings v5 Omni Nano Text-Matching Jina Embeddings v5 Text Small Jina Embeddings v5 Text Nano Jina Embeddings v5 Text Small Text-Matching
Gemini Embedding 001Google
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 Jina Embeddings v5 Omni Small Jina Embeddings v5 Omni Nano Jina Embeddings v5 Omni Nano Text-Matching Jina Embeddings v5 Text Small Jina Embeddings v5 Text Nano Jina Embeddings v5 Text Small Text-Matching
Linq-Embed-MistralLinq AI
SPECIFICATIONS
Max dimension 2K 1K 3K 4K
Max tokens 33K 512 2K 4K
Parameters 3.8B — — 7B
License Apache 2.0 Proprietary Proprietary Apache 2.0
EMBEDDING TYPES
Types
DenseLate
Dense
Dense
Dense
MATRYOSHKA DIMENSIONS
Available sizes
12825651210242048
—
1282565127681024153620483072
—
INPUT MODALITIES
Text ✓ ✓ ✓ ✓
Image ✓ ✓ — —
PDF ✓ — — —
OUTPUT TYPES
Single vector ✓ ✓ ✓ ✓
Multi vector ✓ — — —
LANGUAGE SUPPORT
Languages 🌍 29+ — 🌍 Multi 🌍 Multi
PRICING
Per 1M tokens $0.050 — $0.150 —
BENCHMARKS
COIR 71.59 — — —
JINA VDR 84.11 — — —
LONGEMBED 67.11 — — —
MMTEB 66.49 — — —
MTEB 1536D — — 68.17 —
MTEB 2048D — — 68.16 —
MTEB 768D — — 67.99 —
MTEB AVG — 64.47 — 68.20
MTEB EN 55.97 — — —
MTEB MULTILINGUAL AVG — — 68.32 —
MTEB RETRIEVAL — 55.00 — 60.20
VIDORE 90.17 — — —