# vinci00/semif-qwen3.5-4b-mlx-4bit

Model from Hugging Face for text classification: vinci00/semif-qwen3.5-4b-mlx-4bit · mlx

## Facts

- Type: LLM
- Task: text-classification
- Framework: mlx
- 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/vinci00/semif-qwen3.5-4b-mlx-4bit
- Hosting: hosted (5 files)
- Files: 5 hosted of 38 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: 5 files, 2.39 GB
- Full repo upstream: 2.39 GB
- Recommended file: 2.37 GB · model.safetensors
- Parameters: 4B
- Download: https://huggingbay.xyz/artifact/hf-model-vinci00-semif-qwen3-5-4b-mlx-4bit/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-vinci00-semif-qwen3-5-4b-mlx-4bit/download-plan)
- Per-file SHA-256: available for 5 of 5 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-vinci00-semif-qwen3-5-4b-mlx-4bit/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: 139
- Stars: 0
- Card completeness: 93%

## Description

External Hugging Face catalog record for vinci00/semif-qwen3.5-4b-mlx-4bit. Task: text classification. Library: mlx. Base model: Qwen/Qwen3.5-4B. Popularity signal at import: 139 downloads and 0 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: text-classification
- Library: mlx
- Base model: Qwen/Qwen3.5-4B
- Task categories: text-classification
- File hints: 16 upstream file samples

## File Hints

- .gitattributes (1.6 KB)
- 01_create_and_benchmark_semif_mlx.ipynb (97 KB)
- 02_benchmark_semif_mlx.ipynb (173 KB)
- LICENSE-QWEN.txt (11 KB)
- LICENSE-SEMIF.txt (1.0 KB)
- README.md (15 KB)
- benchmark.py (9.9 KB)
- benchmark_tokens.py (6.2 KB)
- chat_template.jinja (7.6 KB)
- config.json (2.8 KB)
- create_model.py (1.6 KB)
- data/LICENSE-JEVBENCH.txt (1.1 KB)

## 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 2026-09-24T10:14:46.002Z.
- 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-vinci00-semif-qwen3-5-4b-mlx-4bit
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-vinci00-semif-qwen3-5-4b-mlx-4bit/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-vinci00-semif-qwen3-5-4b-mlx-4bit/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-vinci00-semif-qwen3-5-4b-mlx-4bit/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-vinci00-semif-qwen3-5-4b-mlx-4bit
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-vinci00-semif-qwen3-5-4b-mlx-4bit/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-vinci00-semif-qwen3-5-4b-mlx-4bit&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-vinci00-semif-qwen3-5-4b-mlx-4bit/decentralized-fallbacks