# vectoriseai/bge-small-en

Model from Hugging Face for sentence similarity: vectoriseai/bge-small-en · sentence transformers

## Facts

- Type: Embedding
- Task: sentence-similarity
- Framework: sentence-transformers
- License: mit — Permissive open license: commercial use, modification, and redistribution are permitted. (https://spdx.org/licenses/MIT.html)
- Source: https://huggingface.co/vectoriseai/bge-small-en
- Hosting: hosted (8 files)
- Files: 8 hosted of 16 listed
- File counts: "listed" is every file in the source repository; only hosted files download from Hugging Bay, and the download plan lists the files it selects for one download, so its count can differ.
- Hosted here: 8 files, 134.2 MB
- Full repo upstream: 435.1 MB
- Recommended file: 434.1 MB (4 files)
- Download: https://huggingbay.xyz/artifact/hf-model-vectoriseai-bge-small-en/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-vectoriseai-bge-small-en/download-plan)
- Per-file SHA-256: available for 8 of 8 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-vectoriseai-bge-small-en/files?limit=100
- Run-ready: no (Hugging Bay has not certified a run path for this model; hosted bytes are downloadable and hash-checkable only)
- Peer-assisted fallbacks: 0 verified, 0 pending review
- Downloads: 88
- Stars: 0
- Card completeness: 96%

## Description

External Hugging Face catalog record for vectoriseai/bge-small-en. Task: sentence similarity. Library: sentence transformers. Languages: en. Includes 12 model-card evaluation signals. Popularity signal at import: 88 downloads and 0 likes.

## Model Card Facts

- Declared license: mit
- Pipeline: sentence-similarity
- Library: sentence-transformers
- Task categories: sentence-similarity
- Languages: en
- Model-index entries: bge-small-en
- Evaluation signals: 12 model-card eval results
- File hints: 16 upstream file samples

## Evaluation Signals

- MTEB AmazonCounterfactualClassification (en): accuracy = 74.34328358208955 (Classification)
- MTEB AmazonCounterfactualClassification (en): ap = 37.59947775195661 (Classification)
- MTEB AmazonCounterfactualClassification (en): f1 = 68.548415491933 (Classification)
- MTEB AmazonPolarityClassification: accuracy = 93.04527499999999 (Classification)
- MTEB AmazonPolarityClassification: ap = 89.60696356772135 (Classification)
- MTEB AmazonPolarityClassification: f1 = 93.03361469382438 (Classification)
- MTEB AmazonReviewsClassification (en): accuracy = 46.08 (Classification)
- MTEB AmazonReviewsClassification (en): f1 = 45.66249835363254 (Classification)
- MTEB ArguAna: map_at_1 = 35.205999999999996 (Retrieval)
- MTEB ArguAna: map_at_10 = 50.782000000000004 (Retrieval)

## File Hints

- .DS_Store (6.0 KB)
- .gitattributes (1.5 KB)
- 1_Pooling/config.json (190 B)
- README.md (77 KB)
- config.json (684 B)
- config_sentence_transformers.json (124 B)
- model.safetensors (127 MB) LFS
- modules.json (229 B)
- onnx/model.onnx (127 MB) LFS
- onnx/model_quantized.onnx (32 MB) LFS
- pytorch_model.bin (127 MB) LFS
- sentence_bert_config.json (52 B)

## Quality Checklist

- Summary: passed
- Description: passed
- Model card metadata: passed
- License: passed
- Provenance: passed
- File inventory: passed
- Hosted bytes: passed
- Scan result: passed
- Manifest signature: passed

## Safety Notes

- External catalog metadata imported from Hugging Face public API on 2026-09-24T07:23:17.343Z.
- Open license detected as mit.
- Model-index metadata found for bge-small-en.
- Not a run kit: hosted, hash-checked bytes only; run readiness is not certified for this model yet.

## Actions

- Web: https://huggingbay.xyz/artifact/hf-model-vectoriseai-bge-small-en
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-vectoriseai-bge-small-en/files?limit=100
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- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-vectoriseai-bge-small-en/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-vectoriseai-bge-small-en
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-vectoriseai-bge-small-en/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-vectoriseai-bge-small-en&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-vectoriseai-bge-small-en/decentralized-fallbacks