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roberta-base-turkish-uncased

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license: mit

🇹🇷 RoBERTaTurk

Model description

This is a Turkish RoBERTa base model pretrained on Turkish Wikipedia, Turkish OSCAR, and some news websites.

The final training corpus has a size of 38 GB and 329.720.508 sentences.

Thanks to Turkcell we could train the model on Intel(R) Xeon(R) Gold 6230R CPU @ 2.10GHz 256GB RAM 2 x GV100GL [Tesla V100 PCIe 32GB] GPU for 2.5M steps.

Usage

Load transformers library with:

from transformers import AutoTokenizer, AutoModelForMaskedLM
  
tokenizer = AutoTokenizer.from_pretrained("burakaytan/roberta-base-turkish-uncased")
model = AutoModelForMaskedLM.from_pretrained("burakaytan/roberta-base-turkish-uncased")

Citation and Related Information

To cite this model:


@INPROCEEDINGS{999,
  author={Aytan, Burak and Sakar, C. Okan},
  booktitle={2022 30th Signal Processing and Communications Applications Conference (SIU)}, 
  title={Comparison of Transformer-Based Models Trained in Turkish and Different Languages on Turkish Natural Language Processing Problems}, 
  year={2022},
  volume={},
  number={},
  pages={},
  doi={}}