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Compare Embedding Models

Side-by-side comparison of embedding model specifications

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
Linq-Embed-MistralLinq AI
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
Linq-Embed-MistralLinq 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
LFM2-ColBERT-350MLiquid AI
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 4K — 1K
Max tokens 4K 4K — 8K
Parameters 7B 7B 350M 559M
License Apache 2.0 Apache 2.0 Apache 2.0 CC BY-NC 4.0
EMBEDDING TYPES
Types
Dense
Dense
LateColBERT
Dense
MATRYOSHKA DIMENSIONS
Available sizes — — —
32641282565121024
INPUT MODALITIES
Text ✓ ✓ ✓ ✓
Image — — — —
PDF — — — —
OUTPUT TYPES
Single vector ✓ ✓ — ✓
Multi vector — — ✓ —
LANGUAGE SUPPORT
Languages 🌍 Multi 🌍 Multi 🌍 Multi 🌍 89+
PRICING
Per 1M tokens — — — $0.020
BENCHMARKS
LONGEMBED — — — 55.66
MMTEB — — — 58.58
MTEB AVG 68.20 68.20 — —
MTEB EN — — — 54.33
MTEB RETRIEVAL 60.20 60.20 — —