← Back to Models

Compare Embedding Models

Side-by-side comparison of embedding model specifications

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
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
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
SPECIFICATIONS
Max dimension 2K 4K 1K 2K
Max tokens 128K 33K 8K 33K
Parameters — 8B 559M 3.8B
License Proprietary Apache 2.0 CC BY-NC 4.0 Apache 2.0
EMBEDDING TYPES
Types
Dense
Dense
Dense
DenseLate
MATRYOSHKA DIMENSIONS
Available sizes
25651210241536
3264128256512102420484096
32641282565121024
12825651210242048
INPUT MODALITIES
Text ✓ ✓ ✓ ✓
Image ✓ — — ✓
PDF ✓ — — ✓
OUTPUT TYPES
Single vector ✓ ✓ ✓ ✓
Multi vector — — — ✓
LANGUAGE SUPPORT
Languages 🌍 100+ 🌍 100+ 🌍 89+ 🌍 29+
PRICING
Per 1M tokens — — $0.020 $0.050
BENCHMARKS
CMTEB CHINESE — 73.84 — —
COIR — — — 71.59
JINA VDR — — — 84.11
LONGEMBED — — 55.66 67.11
MMTEB — — 58.58 66.49
MTEB EN — — 54.33 55.97
MTEB EN V2 — 75.22 — —
MTEB MULTILINGUAL — 70.58 — —
VIDORE — — — 90.17