TechniqueRAG-Reflection-Ministral-8B

Name: TechniqueRAG-Reflection-Ministral-8B
Author: QCRI

8.0B

1 language

MITRE ATT&CK

QCRI

Other

OTHER

8B params

New

2 downloads

Early-stage

Try on Hugging Face Add to Compare

Edge AI:

Mobile

Laptop

Server

18GB+ RAM

Mobile

Laptop

Server

Quick Summary

TechniqueRAG TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text

Device Compatibility

Mobile

4-6GB RAM

Laptop

16GB RAM

Server

GPU

Minimum Recommended

8GB+ RAM

Code Examples

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

text

@misc{lekssays2025techniqueragretrievalaugmentedgeneration,
      title={TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}, 
      author={Ahmed Lekssays and Utsav Shukla and Husrev Taha Sencar and Md Rizwan Parvez},
      year={2025},
      eprint={2505.11988},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2505.11988}, 
}

Deploy This Model

Production-ready deployment in minutes

Together.ai

Instant API access to this model

Fastest API

Production-ready inference API. Start free, scale to millions.

Try Free API

Replicate

One-click model deployment

Easiest Setup

Run models in the cloud with simple API. No DevOps required.

Deploy Now

Disclosure: We may earn a commission from these partners. This helps keep LLMYourWay free.