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  ### Dataset Summary
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- This dataset was used as homework #3 in the Yandex Machine Learning 2.0 training in November 2024.
 
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  In 2084, humanity made first contact with an extraterrestrial civilization living on the planet Zeta in the constellation Andromeda. The aliens, called Zetans, have highly developed technology and are eager to share knowledge with Earthlings. To successfully establish contact and develop mutually beneficial relationships, it is extremely important to establish effective communication.
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  ### Data Splits
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  There are three splits in the dataset:
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- - `train` - 300,000 translation examples. ***The data is specially noisy.***
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  - `validation` - 500 translation examples, are used to validate the model during the fine-tuning process.
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  - `test` - 1000 translation examples, used to submit the result to a special testing system - Yandex Contest. ***There is no translation from Zetan to English in this part of the dataset!***
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  ### Dataset Summary
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+ This dataset was used as homework #3 in the Yandex Machine Learning 2.0 training in November 2024.
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+ ***This dataset is a simulation of automatically collected internet data for a low-resource language.***
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  In 2084, humanity made first contact with an extraterrestrial civilization living on the planet Zeta in the constellation Andromeda. The aliens, called Zetans, have highly developed technology and are eager to share knowledge with Earthlings. To successfully establish contact and develop mutually beneficial relationships, it is extremely important to establish effective communication.
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  ### Data Splits
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  There are three splits in the dataset:
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+ - `train` - 300,000 translation examples. ***The data is specially noisy. There are approximately 235,000 qualitative examples.***
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  - `validation` - 500 translation examples, are used to validate the model during the fine-tuning process.
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  - `test` - 1000 translation examples, used to submit the result to a special testing system - Yandex Contest. ***There is no translation from Zetan to English in this part of the dataset!***
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