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--- |
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license: unknown |
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language: |
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- en |
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tags: |
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- Cybersecurity |
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- Information Security |
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- Computer Science |
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--- |
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# Model Card for Model ID |
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<!-- Provide a quick summary of what the model is/does. --> |
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This modelcard aims to be a base model for cybersecurity Tasks. |
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# Model Details |
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## Model Description |
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- **Developed by:** Markus Bayer, Philipp Kuehn, Ramin Shanehsaz, and Christian Reuter |
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- **Model type:** BERT-base |
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- **Language(s) (NLP):** English |
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- **Finetuned from model:** bert-base-uncased. |
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## Model Sources [optional] |
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<!-- Provide the basic links for the model. --> |
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- **Repository:** Will be added later |
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- **Paper:** https://arxiv.org/abs/2212.02974 |
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# Uses |
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<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. --> |
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## Direct Use |
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<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. --> |
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[More Information Needed] |
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## Downstream Use [optional] |
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<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app --> |
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[More Information Needed] |
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# Bias, Risks, and Limitations |
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<!-- This section is meant to convey both technical and sociotechnical limitations. --> |
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[More Information Needed] |
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## Recommendations |
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<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. --> |
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Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations. |
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## How to Get Started with the Model |
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Use the code below to get started with the model. |
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[More Information Needed] |
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# Training Details |
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## Training Data |
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<!-- This should link to a Data Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. --> |
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[More Information Needed] |
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## Training Procedure [optional] |
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<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. --> |
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### Preprocessing |
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[More Information Needed] |
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### Speeds, Sizes, Times |
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<!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. --> |
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[More Information Needed] |
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# Evaluation |
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<!-- This section describes the evaluation protocols and provides the results. --> |
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## Testing Data, Factors & Metrics |
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### Testing Data |
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<!-- This should link to a Data Card if possible. --> |
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[More Information Needed] |
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### Factors |
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<!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. --> |
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[More Information Needed] |
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### Metrics |
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<!-- These are the evaluation metrics being used, ideally with a description of why. --> |
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[More Information Needed] |
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## Results |
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[More Information Needed] |
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### Summary |
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# Model Examination [optional] |
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<!-- Relevant interpretability work for the model goes here --> |
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[More Information Needed] |
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# Environmental Impact |
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<!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly --> |
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Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700). |
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- **Hardware Type:** [More Information Needed] |
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- **Hours used:** [More Information Needed] |
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- **Cloud Provider:** [More Information Needed] |
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- **Compute Region:** [More Information Needed] |
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- **Carbon Emitted:** [More Information Needed] |
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# Technical Specifications [optional] |
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## Model Architecture and Objective |
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[More Information Needed] |
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## Compute Infrastructure |
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[More Information Needed] |
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### Hardware |
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[More Information Needed] |
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### Software |
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[More Information Needed] |
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# Citation [optional] |
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<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. --> |
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**BibTeX:** |
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@misc{https://doi.org/10.48550/arxiv.2212.02974, |
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doi = {10.48550/ARXIV.2212.02974}, |
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url = {https://arxiv.org/abs/2212.02974}, |
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author = {Bayer, Markus and Kuehn, Philipp and Shanehsaz, Ramin and Reuter, Christian}, |
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keywords = {Cryptography and Security (cs.CR), Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences}, |
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title = {CySecBERT: A Domain-Adapted Language Model for the Cybersecurity Domain}, |
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publisher = {arXiv}, |
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year = {2022}, |
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copyright = {arXiv.org perpetual, non-exclusive license} |
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} |
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**APA:** |
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[More Information Needed] |
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# Glossary [optional] |
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<!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. --> |
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[More Information Needed] |
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# More Information [optional] |
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[More Information Needed] |
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# Model Card Authors [optional] |
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[More Information Needed] |
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# Model Card Contact |
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[More Information Needed] |
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