# claudios/VulBERTa-MLP-Devign

Model from Hugging Face for text classification: claudios/VulBERTa-MLP-Devign · transformers

## Facts

- Type: LLM
- Task: text-classification
- Framework: transformers
- License: mit — Permissive open license: commercial use, modification, and redistribution are permitted. (https://spdx.org/licenses/MIT.html)
- Source: https://huggingface.co/claudios/VulBERTa-MLP-Devign
- Hosting: hosted (6 files)
- Files: 6 hosted of 8 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: 6 files, 501.4 MB
- Full repo upstream: 501.4 MB
- Recommended file: 499.4 MB · model.safetensors
- Download: https://huggingbay.xyz/artifact/hf-model-claudios-vulberta-mlp-devign/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-claudios-vulberta-mlp-devign/download-plan)
- Per-file SHA-256: available for 6 of 6 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-claudios-vulberta-mlp-devign/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: 24
- Stars: 5
- Card completeness: 96%

## Description

External Hugging Face catalog record for claudios/VulBERTa-MLP-Devign. Task: text classification. Library: transformers. Datasets referenced by card metadata: code_x_glue_cc_defect_detection. Includes 5 model-card evaluation signals. Popularity signal at import: 35 downloads and 5 likes.

## Model Card Facts

- Declared license: mit
- Pipeline: text-classification
- Library: transformers
- Task categories: text-classification
- Referenced datasets: code_x_glue_cc_defect_detection
- Metrics: accuracy, precision, recall, f1, roc_auc
- Paper ids: 2205.12424
- Model-index entries: VulBERTa MLP
- Evaluation signals: 5 model-card eval results
- File hints: 8 upstream file samples

## Evaluation Signals

- codexglue-devign: Accuracy = 64.71 (defect-detection)
- codexglue-devign: Precision = 64.8 (defect-detection)
- codexglue-devign: Recall = 50.76 (defect-detection)
- codexglue-devign: F1 = 56.93 (defect-detection)
- codexglue-devign: ROC-AUC = 71.02 (defect-detection)

## Referenced Data

- Dataset: code_x_glue_cc_defect_detection
- Paper: 2205.12424

## File Hints

- .gitattributes (1.5 KB)
- README.md (5.3 KB)
- config.json (733 B)
- model.safetensors (476 MB) LFS
- special_tokens_map.json (27 B)
- tokenization_vulberta.py (1.4 KB)
- tokenizer.json (2.0 MB)
- tokenizer_config.json (620 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 2026-09-03T02:30:00.790Z.
- Open license detected as mit.
- Model-index metadata found for VulBERTa MLP.
- Model card references dataset context: code_x_glue_cc_defect_detection.
- 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-claudios-vulberta-mlp-devign
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-claudios-vulberta-mlp-devign/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-claudios-vulberta-mlp-devign/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-claudios-vulberta-mlp-devign/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-claudios-vulberta-mlp-devign
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-claudios-vulberta-mlp-devign/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-claudios-vulberta-mlp-devign&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-claudios-vulberta-mlp-devign/decentralized-fallbacks