readme: ---
  language: "c++"
  tags:
  - exbert
  - authorship-identification
  - fire2020
  - pan2020
  - ai-soco
  license: "mit"
  datasets:
  - ai-soco
  metrics:
  - perplexity
  ---
  
  # ai-soco-c++-roberta-tiny
  
  ## Model description
  
  From scratch pre-trained RoBERTa model with 1 layers and 12 attention heads using [AI-SOCO](https://sites.google.com/view/ai-soco-2020) dataset which consists of C++ codes crawled from CodeForces website.
  
  ## Intended uses & limitations
  
  The model can be used to do code classification, authorship identification and other downstream tasks on C++ programming language.
  
  #### How to use
  
  You can use the model directly after tokenizing the text using the provided tokenizer with the model files.
  
  #### Limitations and bias
  
  The model is limited to C++ programming language only.
  
  ## Training data
  
  The model initialized randomly and trained using [AI-SOCO](https://sites.google.com/view/ai-soco-2020) dataset which contains 100K C++ source codes.
  
  ## Training procedure
  
  The model trained on Google Colab platform with 8 TPU cores for 200 epochs, 32\*8 batch size, 512 max sequence length and MLM objective. Other parameters were defaulted to the values mentioned in [`run_language_modelling.py`](https://github.com/huggingface/transformers/blob/master/examples/language-modeling/run_language_modeling.py) script. Each continues 4 spaces were converted to a single tab character (`\t`) before tokenization.
  
  ### BibTeX entry and citation info
  
  ```bibtex
  @inproceedings{ai-soco-2020-fire,
      title = "Overview of the {PAN@FIRE} 2020 Task on {Authorship Identification of SOurce COde (AI-SOCO)}",
      author = "Fadel, Ali and Musleh, Husam and Tuffaha, Ibraheem and Al-Ayyoub, Mahmoud and Jararweh, Yaser and Benkhelifa, Elhadj and Rosso, Paolo",
      booktitle = "Proceedings of The 12th meeting of the Forum for Information Retrieval Evaluation (FIRE 2020)",
      year = "2020"
  }
  ```
  
  <a href="https://huggingface.co/exbert/?model=aliosm/ai-soco-c++-roberta-tiny">
  	<img width="300px" src="https://cdn-media.huggingface.co/exbert/button.png">
  </a>
  