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ai-soco-cpp-roberta-tiny-96-clas
aliosm/ai-soco-cpp-roberta-tiny-96-clas
ai-soco-cpp-roberta-tiny-96-clas is a machine learning model from aliosm. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as mit.
ai-soco-c++-roberta-tiny-96 model fine-tuned on AI-SOCO task.
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Updated Dec 11, 2020
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At a glance
- License
- mit
- Access
- Public
- Created
- Mar 2, 2022
- Updated
- Dec 11, 2020
- SHA
- 8bd081a3
Datasets
Model card
From the Hugging Face model README
ai-soco-c++-roberta-tiny-96-clas
Model description
ai-soco-c++-roberta-tiny-96 model fine-tuned on AI-SOCO task.
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 from ai-soco-c++-roberta-tiny-96 model and trained using AI-SOCO dataset to do text classification.
Training procedure
The model trained on Google Colab platform using V100 GPU for 10 epochs, 16 batch size, 512 max sequence length (sequences larger than 512 were truncated). Each continues 4 spaces were converted to a single tab character (\t) before tokenization.
Eval results
The model achieved 91.12%/91.02% accuracy on AI-SOCO task and ranked in the 7th place.
BibTeX entry and citation info
@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"
}
- License
- mit
- Languages
- c++
- Created
- Mar 2, 2022
- Updated
- Dec 11, 2020