# bflhc/MoD-Embedding

Model from Hugging Face for sentence similarity: bflhc/MoD-Embedding · 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/bflhc/MoD-Embedding
- Hosting: hosted (15 files)
- Files: 15 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: at least 15 listed files; full count and size unknown
- Full repo upstream: 8.06 GB
- Download: https://huggingbay.xyz/artifact/hf-model-bflhc-mod-embedding/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-bflhc-mod-embedding/download-plan)
- Per-file SHA-256: available for 13 of 15 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-bflhc-mod-embedding/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: 334
- Stars: 2
- Card completeness: 96%

## Description

External Hugging Face catalog record for bflhc/MoD-Embedding. Task: sentence similarity. Library: sentence transformers. Languages: en, zh, multilingual. Base model: Qwen/Qwen3-Embedding-4B. Popularity signal at import: 481 downloads and 2 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: en, zh, multilingual
- Paper ids: 2506.05176
- File hints: 16 upstream file samples

## Referenced Data

- Paper: 2506.05176

## File Hints

- .gitattributes (1.5 KB)
- 1_Pooling/config.json (314 B)
- README.md (3.6 KB)
- added_tokens.json (605 B)
- chat_template.jinja (2.4 KB)
- config.json (1.5 KB)
- config_sentence_transformers.json (216 B)
- merges.txt (1.6 MB)
- model-00001-of-00002.safetensors (4.6 GB) LFS
- model-00002-of-00002.safetensors (2.9 GB) LFS
- model.safetensors.index.json (30 KB)
- modules.json (350 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 2026-08-29T21:58:30.776Z.
- Open license detected as apache-2.0.
- 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-bflhc-mod-embedding
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-bflhc-mod-embedding/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-bflhc-mod-embedding/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-bflhc-mod-embedding/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-bflhc-mod-embedding
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-bflhc-mod-embedding/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-bflhc-mod-embedding&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-bflhc-mod-embedding/decentralized-fallbacks