Release CLEF cybersecurity detector with Jev and Laya R2a comparison
Browse files- README.md +3 -1
- assets/benchmark-auroc.svg +44 -44
- assets/benchmark-pdfs.svg +41 -41
- release_manifest.json +4 -4
README.md
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Use a CUDA GPU with enough memory for the full base. The measured batch-one runtime allocated about **19.8 GiB**; allow additional VRAM headroom. Longer documents and larger batches need more memory.
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```bash
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pip install -r requirements.txt
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```
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The inference definitions are exported from the tested training/evaluation implementation. The loader pins the public base revision, verifies its native Python-source hash before import, and retains trained FP32 parameter precision. [release_manifest.json](release_manifest.json) records file hashes, model size, and source snapshot digests.
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Released under **Apache-2.0**; see [LICENSE](LICENSE) and [NOTICE](NOTICE). Credit: [Cloudflare CLEF](https://huggingface.co/Cloudflare/clef-flash), [Qwen3.5-9B](https://huggingface.co/Qwen/Qwen3.5-9B), and TextCortex's domain fine-tuning and evaluation work. This repository is not an official Cloudflare release or endorsement.
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Use a CUDA GPU with enough memory for the full base. The measured batch-one runtime allocated about **19.8 GiB**; allow additional VRAM headroom. Longer documents and larger batches need more memory.
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Download this repository, then install the pinned runtime requirements from its directory:
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```bash
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pip install -r requirements.txt
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```
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The inference definitions are exported from the tested training/evaluation implementation. The loader pins the public base revision, verifies its native Python-source hash before import, and retains trained FP32 parameter precision. [release_manifest.json](release_manifest.json) records file hashes, model size, and source snapshot digests.
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Released under **Apache-2.0**; see [LICENSE](https://huggingface.co/TextCortex/clef-cybersecurity/blob/main/LICENSE) and [NOTICE](https://huggingface.co/TextCortex/clef-cybersecurity/blob/main/NOTICE). Credit: [Cloudflare CLEF](https://huggingface.co/Cloudflare/clef-flash), [Qwen3.5-9B](https://huggingface.co/Qwen/Qwen3.5-9B), and TextCortex's domain fine-tuning and evaluation work. This repository is not an official Cloudflare release or endorsement.
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assets/benchmark-auroc.svg
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assets/benchmark-pdfs.svg
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release_manifest.json
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