# upskyy/bge-m3-korean

Model from Hugging Face for sentence similarity: upskyy/bge-m3-korean · sentence transformers

## Facts

- Type: Embedding
- Task: sentence-similarity
- Framework: sentence-transformers
- License: unknown
- Source: unknown
- Hosting: hosted (7 files)
- Files: 7 hosted of 11 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: 7 files, 2.29 GB
- Full repo upstream: 2.29 GB
- Recommended file: 2.27 GB · model.safetensors
- Download: https://huggingbay.xyz/artifact/hf-model-upskyy-bge-m3-korean/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-upskyy-bge-m3-korean/download-plan)
- Per-file SHA-256: available for 7 of 7 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-upskyy-bge-m3-korean/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: 43440
- Stars: 66
- Card completeness: 96%

## Description

External Hugging Face catalog record for upskyy/bge-m3-korean. Task: sentence similarity. Library: sentence transformers. Languages: af, ar, az, be, bg, bn, ca, ceb. Base model: BAAI/bge-m3. Includes 8 model-card evaluation signals. Popularity signal at import: 43,440 downloads and 66 likes.

## Model Card Facts

- Declared license: unknown
- Pipeline: sentence-similarity
- Library: sentence-transformers
- Base model: BAAI/bge-m3
- Task categories: sentence-similarity
- Languages: af, ar, az, be, bg, bn, ca, ceb
- Metrics: pearson_cosine, spearman_cosine, pearson_manhattan, spearman_manhattan, pearson_euclidean, spearman_euclidean, pearson_dot, spearman_dot
- Paper ids: 2402.03216, 1908.10084
- Model-index entries: upskyy/bge-m3-korean
- Evaluation signals: 8 model-card eval results
- File hints: 11 upstream file samples

## Evaluation Signals

- sts dev: Pearson Cosine = 0.8740181295716805 (Semantic Similarity)
- sts dev: Spearman Cosine = 0.8723737976913686 (Semantic Similarity)
- sts dev: Pearson Manhattan = 0.8593266961329962 (Semantic Similarity)
- sts dev: Spearman Manhattan = 0.8687629058449345 (Semantic Similarity)
- sts dev: Pearson Euclidean = 0.8597907936339472 (Semantic Similarity)
- sts dev: Spearman Euclidean = 0.8693987158996017 (Semantic Similarity)
- sts dev: Pearson Dot = 0.8683777071455441 (Semantic Similarity)
- sts dev: Spearman Dot = 0.8665500024614361 (Semantic Similarity)

## Referenced Data

- Paper: 2402.03216
- Paper: 1908.10084

## File Hints

- .gitattributes (1.5 KB)
- 1_Pooling/config.json (297 B)
- README.md (10.0 KB)
- config.json (664 B)
- model.safetensors (2.1 GB) LFS
- modules.json (229 B)
- sentence_bert_config.json (53 B)
- sentencepiece.bpe.model (4.8 MB) LFS
- special_tokens_map.json (964 B)
- tokenizer.json (16 MB) LFS
- tokenizer_config.json (1.1 KB)

## Quality Checklist

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

## Safety Notes

- External catalog metadata imported from Hugging Face public API on 2026-09-21T06:51:04.568Z.
- Upstream license: unknown. Mirror admission policy: permissive (owner policy; no license rights inferred).
- Model-index metadata found for upskyy/bge-m3-korean.
- 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-upskyy-bge-m3-korean
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-upskyy-bge-m3-korean/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-upskyy-bge-m3-korean/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-upskyy-bge-m3-korean/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-upskyy-bge-m3-korean
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-upskyy-bge-m3-korean/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-upskyy-bge-m3-korean&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-upskyy-bge-m3-korean/decentralized-fallbacks