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Compare Embedding Models

Side-by-side comparison of embedding model specifications

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
Gemini Embedding 001Google
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
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 3K — 2K 1K
Max tokens 2K — 33K 8K
Parameters — 350M 3.8B 559M
License Proprietary Apache 2.0 Apache 2.0 CC BY-NC 4.0
EMBEDDING TYPES
Types
Dense
LateColBERT
DenseLate
Dense
MATRYOSHKA DIMENSIONS
Available sizes
1282565127681024153620483072
—
12825651210242048
32641282565121024
INPUT MODALITIES
Text ✓ ✓ ✓ ✓
Image — — ✓ —
PDF — — ✓ —
OUTPUT TYPES
Single vector ✓ — ✓ ✓
Multi vector — ✓ ✓ —
LANGUAGE SUPPORT
Languages 🌍 Multi 🌍 Multi 🌍 29+ 🌍 89+
PRICING
Per 1M tokens $0.150 — $0.050 $0.020
BENCHMARKS
COIR — — 71.59 —
JINA VDR — — 84.11 —
LONGEMBED — — 67.11 55.66
MMTEB — — 66.49 58.58
MTEB 1536D 68.17 — — —
MTEB 2048D 68.16 — — —
MTEB 768D 67.99 — — —
MTEB EN — — 55.97 54.33
MTEB MULTILINGUAL AVG 68.32 — — —
VIDORE — — 90.17 —