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NYTK/quality-estimation-huq-xlm-roberta-en-hu

sourceHugging Facemitupdated 3y agoView on Hugging Face
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English-Hungarian Qualtiy Estimation with finetuned XLM-RoBERTa model

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  • —Pretrained model used: XLM-RoBERTa base
  • —Finetuned on HuQ corpus
  • —Labels: regression model
  • —Separator: \<sep\>

Limitations

  • —maxseqlength = 256
  • —input format: {srcensentence} \<sep\> {tgthusentence}

Results

10-fold cross validation on HuQ corpus

ModelCorrelationMAERMSE
baseline0.61000.74590.9775
XLM-R0.79480.64510.8898

Citation

If you use this model, please cite the following paper:

@article{yang-rl,
    title = {Enhancing Machine Translation with Quality Estimation and Reinforcement Learning},
	journal = {Annales Mathematicae et Informaticae},
	year = {2023},
	author = {Yang, Zijian Győző and Laki, László János},
	pages = {Accepted}
}