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VulnLLM R 7B

Researched

VulnLLM-R-7B is an 8B parameter open-source text generation model from Virtue-AI-HUB, based on the Qwen family and hosted on Hugging Face. It is tagged for security use cases and was updated in December 2025.

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Official model pageView model card
Official site snapshots

See the official site at a glance

Read-only public captures of VulnLLM R 7B’s homepage and verified pricing page. Screenshots are dated, never live embeds, and open full-screen.

Visit live site
Homepage · captured Jul 23, 2026
1 earlier capture
Pricing page · captured Jul 23, 2026
At a glance

In one minute

Start here for the decision-making essentials: what VulnLLM R 7B does, who it is for, how it is accessed, and the first-party sources behind this profile.

PricingCurrent signal

See official pricing

Platforms
Hugging Face
API accessNot public
FoundedNot disclosed by source
AvailabilityWeb / remote
LicenseProprietary

Best suited to

Source-backed fit
Security-focused text generation tasks Open-source LLM deployment via Hugging Face Qwen-based model integration workflows Research and prototyping with mid-size LLMs
Model registry

Specifications and best fit

Source backed

Published specifications and use cases for VulnLLM R 7B. Repository dates are kept separate from the model's original release date.

Developer
Virtue-AI-HUB
Family
Qwen
Original release
Dec 12, 2025
Repository created
2025-06-05
Parameters
8B
Context window
Not stated
Architecture
Not stated
License
apache-2.0
Weights
Not stated
Modalities
Not stated
Languages
Not stated
Repository
Virtue-AI-HUB/VulnLLM-R-7B

Good fit for

  • Content Generation is listed as an Enterprise-supported use case.
  • Long-Document Analysis is listed as an Enterprise-supported use case.
  • Auditing and Evaluation is listed as an Enterprise-supported use case.
  • Audio Transcription is listed as an Enterprise-supported use case.
  • Semantic Search is listed as an Enterprise-supported use case.
  • Models Pre-Training is listed as an Enterprise-supported use case.
  • security
Decision support

Common questions and adoption checks

6 sourced answers

Short answers to the questions buyers and builders commonly ask about VulnLLM R 7B. Each answer cites the shared ledger below, where every source is listed once.

01What does VulnLLM R 7B say it can do?

Text Generation

Virtue-AI-HUB/VulnLLM-R-7B Text Generation • 8B
Ledger citations[4] huggingface.co/models[5] huggingface.co/models[3] huggingface.co/models
02What use cases does VulnLLM R 7B describe?

Content Generation is listed as an Enterprise-supported use case. · Long-Document Analysis is listed as an Enterprise-supported use case. · Auditing and Evaluation is listed as an Enterprise-supported use case. · Audio Transcription is listed as an Enterprise-supported use case.

Content Generation
Ledger citations[1] huggingface.co/support[3] huggingface.co/models
03How can VulnLLM R 7B be deployed or accessed?

Enterprise customers can select, manage, and audit the location of repository data via Reg

Regions Select, manage, and audit the location of your repository data.
Ledger citation[1] huggingface.co/support
04What security or data-control information does VulnLLM R 7B publish?

Single Sign-On (SSO) integration with an identity provider is included in Enterprise. · Enterprise includes Audit Logs that report on actions taken. · Enterprise offers Resource Groups for granular access control over repositories.

Single Sign-On Connect securely to your identity provider with SSO integration.
Ledger citation[1] huggingface.co/support
05Is VulnLLM R 7B open source?

true

advance and democratize artificial intelligence through open source and open science
Ledger citation[2] huggingface.co/Virtue-AI-HUB/VulnLLM-R-7B
06When was VulnLLM R 7B released?

Dec 12, 2025

Updated Dec 12, 2025
Ledger citation[3] huggingface.co/models
Decision guide

Capabilities and operating fit

LLM models

This profile connects the jobs VulnLLM R 7B is described as handling with its delivery model, access options and the subjects used to match it to related products in this directory.

Common use cases

  • Text generation
  • Security-related applications
  • Open-source model experimentation
  • Content Generation is listed as an Enterprise-supported use case.
  • Long-Document Analysis is listed as an Enterprise-supported use case.
  • Auditing and Evaluation is listed as an Enterprise-supported use case.

Verified capabilities

Access signals

Pricing model
See official pricing
API
Not publicly listed
Source links
16 recorded
Source-backed

Verified facts

Updated July 22, 2026

Each fact points to a recorded source, making it easy to distinguish verified product information from claims that need checking.

Official website

HTTP 200 verified twice

[2]huggingface.co/Virtue-AI-HUB/VulnLLM-R-7B
First-party description

Virtue-AI-HUB/VulnLLM-R-7B · Hugging Face

[2]huggingface.co/Virtue-AI-HUB/VulnLLM-R-7B
Source-supported facts

Model: VulnLLM-R-7B · Company: Virtue-AI-HUB · Platform: Hugging Face

[2]huggingface.co/Virtue-AI-HUB/VulnLLM-R-7B
Model

VulnLLM-R-7B

[2]huggingface.co/Virtue-AI-HUB/VulnLLM-R-7B
Company

Virtue-AI-HUB

[2]huggingface.co/Virtue-AI-HUB/VulnLLM-R-7B
Platform

Hugging Face

[2]huggingface.co/Virtue-AI-HUB/VulnLLM-R-7B
Model family

Qwen

[2]huggingface.co/Virtue-AI-HUB/VulnLLM-R-7B
Open source

true

[2]huggingface.co/Virtue-AI-HUB/VulnLLM-R-7B
View 26 more verified facts
Company

Hugging Face offers Enterprise Support plans.

[1]huggingface.co/support
Security

Single Sign-On (SSO) integration with an identity provider is included in Enterprise.

[1]huggingface.co/support
Deployment

Enterprise customers can select, manage, and audit the location of repository data via Regions.

[1]huggingface.co/support
Security

Enterprise includes Audit Logs that report on actions taken.

[1]huggingface.co/support
Security

Enterprise offers Resource Groups for granular access control over repositories.

[1]huggingface.co/support
Use case

Content Generation is listed as an Enterprise-supported use case.

[1]huggingface.co/support
Use case

Long-Document Analysis is listed as an Enterprise-supported use case.

[1]huggingface.co/support
Use case

Auditing and Evaluation is listed as an Enterprise-supported use case.

[1]huggingface.co/support
Use case

Audio Transcription is listed as an Enterprise-supported use case.

[1]huggingface.co/support
Use case

Semantic Search is listed as an Enterprise-supported use case.

[1]huggingface.co/support
Use case

Models Pre-Training is listed as an Enterprise-supported use case.

[1]huggingface.co/support
Model

VulnLLM-R-7B

[4]huggingface.co/models
Capability

Text Generation

[4]huggingface.co/models
Parameter count

8B

[4]huggingface.co/models
Platform

Hugging Face

[4]huggingface.co/models
Company

Virtue-AI-HUB

[4]huggingface.co/models
Model

Virtue-AI-HUB/VulnLLM-R-7B

[2]huggingface.co/Virtue-AI-HUB/VulnLLM-R-7B
Model

VulnLLM-R-7B

[5]huggingface.co/models
Company

Virtue-AI-HUB

[5]huggingface.co/models
Capability

Text Generation

[5]huggingface.co/models
Parameter count

8B

[5]huggingface.co/models
Model

VulnLLM-R-7B

[3]huggingface.co/models
Capability

Text Generation

[3]huggingface.co/models
Parameter count

8B

[3]huggingface.co/models
Use case

security

[3]huggingface.co/models
Release date

Dec 12, 2025

[3]huggingface.co/models
Practical capabilities

What it helps with

8 documented areas

A concise view of the jobs, capabilities and integrations described in the recorded product sources.

Use case

Text generation

Use case

Security-related applications

Use case

Open-source model experimentation

Use case

Content Generation is listed as an Enterprise-supported use case.

Use case

Long-Document Analysis is listed as an Enterprise-supported use case.

Use case

Auditing and Evaluation is listed as an Enterprise-supported use case.

Use case

Audio Transcription is listed as an Enterprise-supported use case.

Use case

Semantic Search is listed as an Enterprise-supported use case.

Availability

Where it runs and where to get it

Source checked

Documented product formats, platforms and official distribution destinations. Availability can vary by region and plan.

Cost / license

See official pricingtrue

Platforms

Hugging Face
Implementation details

Adoption notes

DeploymentEnterprise customers can select, manage, and audit the location of repository data via Reg
Licensetrue
Model supportVulnLLM-R-7B · Virtue-AI-HUB/VulnLLM-R-7B
Data controlSingle Sign-On (SSO) integration with an identity provider is included in Enterprise. · Enterprise includes Audit Logs that report on actions taken. · Enterprise offers Resource Groups for granular access control over repositories.
Learning curveIntermediate
Primary use casesText generation, Security-related applications, Open-source model experimentation, Content Generation is listed as an Enterprise-supported use case., Long-Document Analysis is listed as an Enterprise-supported use case., Auditing and Evaluation is listed as an Enterprise-supported use case., Audio Transcription is listed as an Enterprise-supported use case., Semantic Search is listed as an Enterprise-supported use case., Models Pre-Training is listed as an Enterprise-supported use case., security

What to verify before adopting

    Evolution and major updates

    VulnLLM R 7B timeline

    A concise history of software releases and material product changes. Events appear only when a dated source supports what changed.

    1 dated update
    Latest first · exact dates

    Showing the newest updates and meaningful milestones. Open an entry for its summary and source.

    1. Release note

      Hugging Face repository published

      Open details

      The public model repository was created on Hugging Face. This repository date may differ from the model's original release date.

      View source [2]
    Citation ledger

    Recorded sources

    16 unique pages

    Facts, answers, structured details, milestones and primary resource links cite this shared ledger. Each external page appears once; release tags from the same GitHub project are grouped under one release history.

    1. 1huggingface.co/support 11 facts · 3 answers · Official site
    2. 2huggingface.co/Virtue-AI-HUB/VulnLLM-R-7B 9 facts · 1 answer · 1 milestone · Official site
    3. 3huggingface.co/models 5 facts · 3 answers · Security
    4. 4huggingface.co/models 5 facts · 1 answer · Official site
    5. 5huggingface.co/models 4 facts · 1 answer · Official site
    6. 6huggingface.co/blog Official site
    7. 7huggingface.co/docs Documentation
    8. 8huggingface.co/docs/inference-providers/index Documentation
    9. 9huggingface.co/docs/safetensors/index Documentation
    10. 10huggingface.co/inference/models Official site
    11. 11huggingface.co/models Official site
    12. 12huggingface.co/models Official site
    13. 13huggingface.co/models Official site
    14. 14huggingface.co/models Official site
    15. 15huggingface.co/pricing Pricing
    16. 16huggingface.co/privacy Security
    Research status31 substantive facts · 16 source pages · quality score 85/100