intfloat / sentence-similarity updated 4 months ago

multilingual-e5-small

Multilingual E5 Text Embeddings: A Technical Report. Liang Wang, Nan Yang, Xiaolong Huang, Linjun Yang, Rangan Majumder, Furu Wei, arXiv 2024

Params
120 M
Context
512
Downloads 30d
15.6 M
Likes
380
Commercial use: allowed mit Not gated SAFETENSORS 94 languages View on Hugging Face ↗

Download history

daily snapshots · 10 days
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Can you run it?

Estimated VRAM at 8K context unless noted. Pick your hardware to see the verdict per quantization.

FileQuantSizeEst. VRAMVerdict on RTX 4090 · 24 GB
model.safetensors f32 0.5 GB 1.0 GB ✅ Runs comfortably
Estimate: file size × 1.1 + KV cache at 8K + 0.5 GB overhead. Not a benchmark — how we calculate this.

Specifications

Architecture
BertModel
Parameters
120 M
Tensor type
F32
Context length
512
Vocabulary
250,037
Layers / heads
12 / 12
Licence
mit
First seen on the Hub
2023-06-30
Training datasets
undisclosed
MTEB ArguAna (reported)
19.061
MTEB AmazonPolarityClassification (reported)
88.655562950325
MTEB AmazonReviewsClassification (de) (reported)
39.386353063768
MTEB AmazonReviewsClassification (en) (reported)
43.731873486542
MTEB AmazonReviewsClassification (es) (reported)
39.301223469483
MTEB AmazonReviewsClassification (fr) (reported)
37.97974261868
MTEB AmazonReviewsClassification (ja) (reported)
37.073993697683
MTEB AmazonReviewsClassification (zh) (reported)
36.623172738743
MTEB AmazonCounterfactualClassification (de) (reported)
69.879634216067
MTEB AmazonCounterfactualClassification (en) (reported)
67.954536791031
MTEB AmazonCounterfactualClassification (ja) (reported)
52.07153895475
MTEB AmazonCounterfactualClassification (en-ext) (reported)
63.001084800376
Added to our catalog
2026-07-28