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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
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 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 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
Cohere Embed v4Cohere
SPECIFICATIONS
Max dimension 4K — 2K 2K
Max tokens 33K — 33K 128K
Parameters 8B 350M 3.8B —
License Apache 2.0 Apache 2.0 Apache 2.0 Proprietary
EMBEDDING TYPES
Types
Dense
LateColBERT
DenseLate
Dense
MATRYOSHKA DIMENSIONS
Available sizes
3264128256512102420484096
—
12825651210242048
25651210241536
INPUT MODALITIES
Text ✓ ✓ ✓ ✓
Image — — ✓ ✓
PDF — — ✓ ✓
OUTPUT TYPES
Single vector ✓ — ✓ ✓
Multi vector — ✓ ✓ —
LANGUAGE SUPPORT
Languages 🌍 100+ 🌍 Multi 🌍 29+ 🌍 100+
PRICING
Per 1M tokens — — $0.050 —
BENCHMARKS
CMTEB CHINESE 73.84 — — —
COIR — — 71.59 —
JINA VDR — — 84.11 —
LONGEMBED — — 67.11 —
MMTEB — — 66.49 —
MTEB EN — — 55.97 —
MTEB EN V2 75.22 — — —
MTEB MULTILINGUAL 70.58 — — —
VIDORE — — 90.17 —