---
title: DarkBERT NER — VERISBERTA Cybersecurity Entity Demo (Fixed)
emoji: 🕵️
colorFrom: gray
colorTo: red
sdk: static
pinned: false
license: cc-by-nc-4.0
---

Client-side cybersecurity NER demo built on **processpl/DarkBERT-finetuned-ner** (fine-tuned from [s2w-ai/DarkBERT](https://huggingface.co/s2w-ai/DarkBERT)).

Identifies **ACTOR**, **ACTION**, and **ASSETS** entities in threat-intelligence narratives using the VERIS 4A taxonomy.

Fix over [super9igga/darkbert-ner-demo](https://huggingface.co/spaces/super9igga/darkbert-ner-demo): uses the current Inference Providers router endpoint (`router.huggingface.co/hf-inference/...`) instead of the deprecated `api-inference.huggingface.co`, with proper 401/403 handling and a clear prompt to supply an HF token.