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Compare Embedding Models

Side-by-side comparison of embedding model specifications

SPECIFICATIONS
Max dimension 4K 2K 1K
Max tokens 33K 33K 8K
Parameters 8B 3.8B 559M 350M
License Apache 2.0 Apache 2.0 CC BY-NC 4.0 Apache 2.0
EMBEDDING TYPES
Types
Dense
DenseLate
Dense
LateColBERT
MATRYOSHKA DIMENSIONS
Available sizes
3264128256512102420484096
12825651210242048
32641282565121024
INPUT MODALITIES
Text
Image
PDF
OUTPUT TYPES
Single vector
Multi vector
LANGUAGE SUPPORT
Languages 🌍 100+ 🌍 29+ 🌍 89+ 🌍 Multi
PRICING
Per 1M tokens $0.050 $0.020
BENCHMARKS
CMTEB CHINESE 73.84
COIR 71.59
JINA VDR 84.11
LONGEMBED 67.11 55.66
MMTEB 66.49 58.58
MTEB EN 55.97 54.33
MTEB EN V2 75.22
MTEB MULTILINGUAL 70.58
VIDORE 90.17