Model Card for Japanese-English Academic Translator [sentence]

[This model is fine-tuned from MarianMT to translate academic text from Japanese to English.]

Model Details

Model Description

  • Developed by: [Kenneth Zhang and Susie Xu]
  • Languages: [Japanese to English]
  • Finetuned from model: [MarianMT]

Uses

[This model is for translating academic text from Japanese to English. You can use it through HuggingFace's pipeline by importing it to your environment. Otherwise, you can use our interface on HuggingFace Spaces at https://huggingface.co/spaces/ywc1/ja-en-trans. This model is finetuned on sentence-level pairs and does not perform very well for multi-sentence inputs. If you're looking to translate an entire abstract or paragraph-level data, please go to our paragraph level translation model trained from the same datset. you can find it at ywc1/mbart-finetuned-ja-en-para.]

Example code:

from transformers import MarianMTModel, MarianTokenizer

model = MarianMTModel.from_pretrained("ywc1/marian-finetuned-ja-en")

tokenizer = MarianTokenizer.from_pretrained("ywc1/marian-finetuned-ja-en")

Training Details

Training Data

[This model finetunes MarianMT on 300,000 pairs of Japanese-English academic text. Marian MT i s]

Training Procedure

Preprocessing [optional]

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Training Hyperparameters

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Evaluation

Testing Data, Factors & Metrics

Testing Data

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Results

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Summary

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Environmental Impact

Carbon emissions can be estimated using the Machine Learning Impact calculator presented in Lacoste et al. (2019).

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Technical Specifications [optional]

Model Architecture and Objective

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Software

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