Instructions to use Meanblock/JEV-CPU with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Meanblock/JEV-CPU with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("zero-shot-classification", model="Meanblock/JEV-CPU")# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("Meanblock/JEV-CPU", device_map="auto") - Notebooks
- Google Colab
- Kaggle
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Download THIRD_PARTY.md from Meanblock/JEV-CPU: direct link, hf CLI and curl.
- Browser
- Download file 2.53 kB
-
https://huggingface.co/Meanblock/JEV-CPU/resolve/main/THIRD_PARTY.md
- Command line
-
hf download hf://Meanblock/JEV-CPU/THIRD_PARTY.md
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curl -L -o THIRD_PARTY.md https://huggingface.co/Meanblock/JEV-CPU/resolve/main/THIRD_PARTY.md
2.53 kB
Third-party material
No model weights or third-party raw evaluation records are distributed here.
| Item | Upstream | Pinned revision | Note |
|---|---|---|---|
| Qwen3.5-4B | https://huggingface.co/Qwen/Qwen3.5-4B | 851bf6e806efd8d0a36b00ddf55e13ccb7b8cd0a |
Direct-logit baseline; check upstream model license. |
| Qwen3-Reranker-4B | https://huggingface.co/Qwen/Qwen3-Reranker-4B | 22e683669bc0f0bd69640a1354a6d0aebcfeede5 |
Native reranker baseline; Apache-2.0 on its model card. |
| TypeSafe public evaluations | https://evals.typesafe.ai/ | Referenced for the published comparison; source records are not included. | |
| Every parallel judgment lab | https://typesafe-parallel-judgment-lab.every-4573.chatgpt.site/ | Experiment JSON and source archive are public downloads. | |
| WANLI | https://huggingface.co/datasets/alisawuffles/WANLI | Pinned at 61c95318fd71c55b6ba355d76253254615f387ec; CC-BY-4.0. |
|
| wllama | https://github.com/ngxson/wllama | 3.6.1 |
Vendored browser inference runtime; MIT. |
| Vue | https://github.com/vuejs/core | 3.5.21 |
Browser demo UI runtime; MIT. |
| Material Symbols | https://fonts.google.com/icons | Google Fonts CDN | Browser demo icons; Apache-2.0. |
| Star History | https://www.star-history.com/ | Live SVG endpoint | README star-history chart; service and generated chart remain external. |
| Qwen3-0.6B GGUF | https://huggingface.co/Qwen/Qwen3-0.6B-GGUF | 23749fefcc72300e3a2ad315e1317431b06b590a |
External Q8_0 browser model; weights are not redistributed. |
| MiniCPM5-2B GGUF | https://huggingface.co/openbmb/MiniCPM5-2B-GGUF | 2079a22f3beaa4e306449978533478fe0522f4b3 |
External Q4_K_M browser model; Apache-2.0 on its model card; weights are not redistributed. |
| Qwen3.5-4B GGUF | https://huggingface.co/bartowski/Qwen_Qwen3.5-4B-GGUF | 4168f45a16a1290d65a4ec0fa312ae917a4c15d6 |
External Q4_K_M browser model; weights are not redistributed. |
These URLs were checked on 2026-09-18. Downloaded evaluation inputs are pinned by SHA-256.
SemIf is an independent project and is not affiliated with or endorsed by TypeSafe. It was formerly called OpenJev. Jev, TypeSafe, and other names and marks are the property of their respective owners. SemIf code is provided under the repository's MIT License; third-party models and material retain their upstream terms.