GPUVecGPUVec
HomeGPUsProvidersLLMsEmbeddings

Tools

GPU ComparisonCost EstimatorModel CalculatorCompute CapabilityQdrant CalculatorBlog
← Back to Models

Compare Embedding Models

Side-by-side comparison of embedding model specifications

Voyage 3 Large▾
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
Voyage 3 LargeVoyage AI
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 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
LFM2-ColBERT-350MLiquid AI
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 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
mxbai-embed-large-v1Mixedbread
+Add
SPECIFICATIONS
Max dimension 2K — 1K
Max tokens 32K — 512
Parameters — 350M 335M
License Proprietary Apache 2.0 Apache 2.0
EMBEDDING TYPES
Types
Dense
LateColBERT
Dense
MATRYOSHKA DIMENSIONS
Available sizes
25651210242048
—
641282565121024
INPUT MODALITIES
Text ✓ ✓ ✓
Image — — —
PDF — — —
OUTPUT TYPES
Single vector ✓ — ✓
Multi vector — ✓ —
LANGUAGE SUPPORT
Languages 🌍 Multi 🌍 Multi —
PRICING
Per 1M tokens — — —
BENCHMARKS
MTEB AVG — — 64.68
MTEB RETRIEVAL — — 54.39
MTEB STS — — 85.00