# marklkelly/bert-tiny-injection-detector

Model from Hugging Face for text classification: marklkelly/bert-tiny-injection-detector · transformers

## Facts

- Type: LLM
- Task: text-classification
- Framework: transformers
- License: apache-2.0 — Permissive open license: commercial use, modification, and redistribution are permitted. (https://huggingface.co/marklkelly/bert-tiny-injection-detector/blob/main/LICENSE)
- Source: https://huggingface.co/marklkelly/bert-tiny-injection-detector
- Hosting: hosted (7 files)
- Files: 7 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 7 listed files; full count and size unknown
- Full repo upstream: 40.6 MB
- Download: https://huggingbay.xyz/artifact/hf-model-marklkelly-bert-tiny-injection-detector/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-marklkelly-bert-tiny-injection-detector/download-plan)
- Per-file SHA-256: available for 5 of 7 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-marklkelly-bert-tiny-injection-detector/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: 261
- Stars: 1
- Card completeness: 96%

## Description

External Hugging Face catalog record for marklkelly/bert-tiny-injection-detector. Task: text classification. Library: transformers. Languages: en. Datasets referenced by card metadata: jayavibhav/prompt-injection, xTRam1/safe-guard-prompt-injection, darkknight25/Prompt_Injection_Benign_Prompt_Dataset. Popularity signal at import: 2,512 downloads and 1 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: text-classification
- Library: transformers
- Task categories: text-classification
- Languages: en
- Referenced datasets: jayavibhav/prompt-injection, xTRam1/safe-guard-prompt-injection, darkknight25/Prompt_Injection_Benign_Prompt_Dataset
- Metrics: pr_auc, precision, recall, f1
- File hints: 16 upstream file samples

## Referenced Data

- Dataset: jayavibhav/prompt-injection
- Dataset: xTRam1/safe-guard-prompt-injection
- Dataset: darkknight25/Prompt_Injection_Benign_Prompt_Dataset

## File Hints

- .gitattributes (1.5 KB)
- LICENSE (11 KB)
- NOTICE (1.3 KB)
- README.md (18 KB)
- config.json (775 B)
- deployment/fastly/README.md (1.8 KB)
- deployment/fastly/calibrated_thresholds.json (124 B)
- eval/metrics.json (708 B)
- eval/slices.json (1.0 KB)
- model.safetensors (17 MB) LFS
- onnx/opset11/model.fp32.onnx (17 MB) LFS
- onnx/opset11/model.int8.onnx (4.3 MB) LFS

## 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 2026-09-22T08:54:43.565Z.
- Open license detected as apache-2.0.
- Model card references dataset context: jayavibhav/prompt-injection, xTRam1/safe-guard-prompt-injection, darkknight25/Prompt_Injection_Benign_Prompt_Dataset.
- 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-marklkelly-bert-tiny-injection-detector
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-marklkelly-bert-tiny-injection-detector/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-marklkelly-bert-tiny-injection-detector/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-marklkelly-bert-tiny-injection-detector/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-marklkelly-bert-tiny-injection-detector
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-marklkelly-bert-tiny-injection-detector/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-marklkelly-bert-tiny-injection-detector&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-marklkelly-bert-tiny-injection-detector/decentralized-fallbacks
