metadata

tags:
  - security
  - summarization
  - shorts
  - infosec
language:
  - unk
widget:
  - text: >-
      LockBit 30 Ransomware Cybersecurity News Platform Followed by 376 million
      Resources About Site ContactTip Us Follow Us On Social Media Aug 26
      2023THNEndpoint Security Cyber Threat The leak of the builder last year
      has led to threat actors abusing the tool to spawn new variants Russian
      cybersecurity company Kaspersky said it detected a ransomware intrusion
      that deployed a version of LockBit but with a markedly different ransom
      demand procedure The attacker behind this incident decided to use a
      different ransom note with a headline related to a previously unknown
      group called NATIONAL HAZARD AGENCY security researchers Eduardo Ovalle
      and Francesco Figurelli The revamped ransom note directly specified the
      amount to be paid
co2_eq_emissions:
  emissions: 38.597620011381935

Model Trained on Cyber Security Content

Problem type: Summarization
Model ID: 85203142751
CO2 Emissions (in grams): 38.5976

Try model here - https://huggingface.co/spaces/venkycs/securityShots

Validation Metrics

Loss: 1.693
Rouge1: 49.395
Rouge2: 25.760
RougeL: 36.111
RougeLsum: 44.288
Gen Len: 100.144

Usage

Staying up-to-date in the CyberSecurity domain is a nightmare, as there are over a thousand security-related updates per day. It is essential for us to focus on relevant content despite the surrounding noise. I have trained a model based on Facebook BART to efficiently summarise security news. The model has been trained on security-related issues and can summarise cyber security news effectively. Use cURL to access this model. The dataset utilised by the model is private, and I may take time to make it accessible to the public.

LinkedIn post about the model https://www.linkedin.com/pulse/cybersecurity-feed-summarisation-context-using-ai-venkatesh-siddi :

$ curl -X POST -H "Authorization: Bearer YOUR_HUGGINGFACE_API_KEY" -H "Content-Type: application/json" -d '{"inputs": "Security News or Article here"}' https://api-inference.huggingface.co/models/venkycs/securityShots