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Side-by-side comparison of embedding model specifications

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
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 v4Jina AI
Cohere Embed Multilingual 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
Cohere Embed Multilingual v3Cohere
SPECIFICATIONS
Max dimension — 1K 2K 1K
Max tokens — 8K 33K 512
Parameters 350M 559M 3.8B —
License Apache 2.0 CC BY-NC 4.0 Apache 2.0 Proprietary
EMBEDDING TYPES
Types
LateColBERT
Dense
DenseLate
Dense
MATRYOSHKA DIMENSIONS
Available sizes —
32641282565121024
12825651210242048
—
INPUT MODALITIES
Text ✓ ✓ ✓ ✓
Image — — ✓ ✓
PDF — — ✓ —
OUTPUT TYPES
Single vector — ✓ ✓ ✓
Multi vector ✓ — ✓ —
LANGUAGE SUPPORT
Languages 🌍 Multi 🌍 89+ 🌍 29+ 🌍 100+
PRICING
Per 1M tokens — $0.020 $0.050 —
BENCHMARKS
COIR — — 71.59 —
JINA VDR — — 84.11 —
LONGEMBED — 55.66 67.11 —
MMTEB — 58.58 66.49 —
MTEB EN — 54.33 55.97 —
VIDORE — — 90.17 —