# BCCard/MoAI-Embedding-4B

Model from Hugging Face for sentence similarity: BCCard/MoAI-Embedding-4B · sentence transformers

## Facts

- Type: Embedding
- Task: sentence-similarity
- Framework: sentence-transformers
- License: apache-2.0 — Permissive open license: commercial use, modification, and redistribution are permitted. (https://spdx.org/licenses/Apache-2.0.html)
- Source: https://huggingface.co/BCCard/MoAI-Embedding-4B
- Hosting: hosted (12 files)
- Files: 12 hosted of 20 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: at least 12 listed files; full count and size unknown
- Full repo upstream: 8.06 GB
- Parameters: 4B
- Download: https://huggingbay.xyz/artifact/hf-model-bccard-moai-embedding-4b/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-bccard-moai-embedding-4b/download-plan)
- Per-file SHA-256: available for 11 of 12 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-bccard-moai-embedding-4b/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: 77
- Stars: 5
- Card completeness: 96%

## Description

External Hugging Face catalog record for BCCard/MoAI-Embedding-4B. Task: sentence similarity. Library: sentence transformers. Languages: ko. Datasets referenced by card metadata: BCCard/BCAI-Finance-Kor-Embedding-Triplet, BCCard/BCAI-Finance-Kor-Embedding-Pair. Base model: Qwen/Qwen3-Embedding-4B. Popularity signal at import: 95 downloads and 5 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: sentence-similarity
- Library: sentence-transformers
- Base model: Qwen/Qwen3-Embedding-4B
- Task categories: sentence-similarity
- Languages: ko
- Referenced datasets: BCCard/BCAI-Finance-Kor-Embedding-Triplet, BCCard/BCAI-Finance-Kor-Embedding-Pair
- Metrics: ndcg, mrr, recall
- File hints: 16 upstream file samples

## Referenced Data

- Dataset: BCCard/BCAI-Finance-Kor-Embedding-Triplet
- Dataset: BCCard/BCAI-Finance-Kor-Embedding-Pair

## File Hints

- .gitattributes (1.7 KB)
- 1_Pooling/config.json (313 B)
- README.md (10 KB)
- added_tokens.json (605 B)
- chat_template.jinja (2.4 KB)
- config.json (1.5 KB)
- config_sentence_transformers.json (377 B)
- figures/evaluation-test-1-1.png (304 KB) LFS
- figures/evaluation-test-1-2.png (275 KB) LFS
- figures/evaluation-train-1-1.png (160 KB) LFS
- merges.txt (1.6 MB)
- model-00001-of-00002.safetensors (4.6 GB) LFS

## 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 2026-09-24T10:46:46.697Z.
- Open license detected as apache-2.0.
- Model card references dataset context: BCCard/BCAI-Finance-Kor-Embedding-Triplet, BCCard/BCAI-Finance-Kor-Embedding-Pair.
- 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-bccard-moai-embedding-4b
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-bccard-moai-embedding-4b/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-bccard-moai-embedding-4b/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-bccard-moai-embedding-4b/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-bccard-moai-embedding-4b
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-bccard-moai-embedding-4b/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-bccard-moai-embedding-4b&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-bccard-moai-embedding-4b/decentralized-fallbacks