Long Ke T5 Base Translation Aihub Ko2en

🚀 ko2en

This model is a fine - tuned version of [KETI - AIR/long - ke - t5 - base](https://huggingface.co/KETI - AIR/long - ke - t5 - base), designed for high - quality Korean to English translation.

🚀 Quick Start

This model is a fine - tuned version of [KETI - AIR/long - ke - t5 - base](https://huggingface.co/KETI - AIR/long - ke - t5 - base) on the KETI - AIR/aihub_koenzh_food_translation, KETI - AIR/aihub_scitech_translation, KETI - AIR/aihub_scitech20_translation, KETI - AIR/aihub_socialtech20_translation, KETI - AIR/aihub_spoken_language_translation koen,none,none,none,none dataset. It achieves the following results on the evaluation set:

• Loss: 0.5186
• Bleu: 58.7008
• Gen Len: 27.0073

✨ Features

• High - quality Translation: Achieves a BLEU score of 58.7008 on the evaluation set, indicating excellent translation quality.
• Fine - tuned Model: Based on the [KETI - AIR/long - ke - t5 - base](https://huggingface.co/KETI - AIR/long - ke - t5 - base) model, fine - tuned on multiple Korean - related datasets for better performance.

📚 Documentation

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

🔧 Technical Details

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

• learning_rate: 0.001
• train_batch_size: 16
• eval_batch_size: 16
• seed: 42
• distributed_type: multi - GPU
• num_devices: 8
• total_train_batch_size: 128
• total_eval_batch_size: 128
• optimizer: Adam with betas=(0.9,0.999) and epsilon = 1e - 08
• lr_scheduler_type: linear
• num_epochs: 3.0

Training results

Framework versions

• Transformers 4.25.1
• Pytorch 1.12.0
• Datasets 2.8.0
• Tokenizers 0.13.2

📄 License

This model is licensed under the Apache 2.0 license.

📦 Additional Information

Tags

• generated_from_trainer

Datasets

• KETI - AIR/aihub_koenzh_food_translation, KETI - AIR/aihub_scitech_translation, KETI - AIR/aihub_scitech20_translation, KETI - AIR/aihub_socialtech20_translation, KETI - AIR/aihub_spoken_language_translation

Metrics

• bleu

Pipeline tag

• translation

Widget examples

• Sample 1:
  • text: 'translate_ko2en: IBM 왓슨X는 AI 및 데이터 플랫폼이다. 신뢰할 수 있는 데이터, 속도, 거버넌스를 갖고 파운데이션 모델 및 머신 러닝 기능을 포함한 AI 모델을 학습시키고, 조정해, 조직 전체에서 활용하기 위한 전 과정을 아우르는 기술과 서비스를 제공한다.'
• Sample 2:
  • text: 'translate_ko2en: 이용자는 신뢰할 수 있고 개방된 환경에서 자신의 데이터에 대해 자체적인 AI를 구축하거나, 시장에 출시된 AI 모델을 정교하게 조정할 수 있다. 대규모로 활용하기 위한 도구 세트, 기술, 인프라 및 전문 컨설팅 서비스를 활용할 수 있다.'

Model index

• name: ko2en results:
  • task: type: translation name: Translation dataset: name: KETI - AIR/aihub_koenzh_food_translation, KETI - AIR/aihub_scitech_translation, KETI - AIR/aihub_scitech20_translation, KETI - AIR/aihub_socialtech20_translation, KETI - AIR/aihub_spoken_language_translation koen,none,none,none,none type: KETI - AIR/aihub_koenzh_food_translation, KETI - AIR/aihub_scitech_translation, KETI - AIR/aihub_scitech20_translation, KETI - AIR/aihub_socialtech20_translation, KETI - AIR/aihub_spoken_language_translation args: koen,none,none,none,none metrics:
    • type: bleu value: 58.7008 name: Bleu