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  library_name: transformers
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  pipeline_tag: fill-mask
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  library_name: transformers
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  pipeline_tag: fill-mask
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+ tags:
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+ - masked langauge model
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+ - setswana
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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 template for new models. It has been generated using [this raw template](https://github.com/huggingface/huggingface_hub/blob/main/src/huggingface_hub/templates/modelcard_template.md?plain=1).
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+ ## Model Details
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+ ### Model Description
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+ <!-- Provide a longer summary of what this model is. -->
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+ - **Developed by:** Vukosi Marivate, Moseli Mots'Oehli, Valencia Wagner,Richard Lastrucci and Isheanesu Dzingirai
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+ - **Model type:** RoBERTa Model
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+ - **Language(s) (NLP):** Setswana
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+ - **License:** CC BY 4.0
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+ <!-- ### Model Sources [optional] -->
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+ <!-- Provide the basic links for the model. -->
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+ <!--- **Repository:** [More Information Needed] . -->
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+ <!-- - **Paper [optional]:** [More Information Needed] . -->
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+ <!-- - **Demo [optional]:** [More Information Needed] . -->
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+ ## Uses
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+ Pre-trained masked language model for Setswana. Model can be fine-tuned for downstream NLP tasks for Setswana.
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+ ### Downstream Use
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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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+ <!-- ### Out-of-Scope Use
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+ This section addresses misuse, malicious use, and uses that the model will not work well for.
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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
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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 [optional]
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+ [More Information Needed]
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+ #### Training Hyperparameters
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+ - **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
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+ <!-- #### Speeds, Sizes, Times [optional]
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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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+ ### 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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+ [More Information Needed]
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+ **APA:**
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+ [More Information Needed] -->
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+ ## Model Card Authors
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+ Vukosi Marivate
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+ ## Model Card Contact
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