Datasets:

artyomboyko
/

Yandex_ML_training_20_HW_3

@@ -38,12 +38,11 @@ size_categories:
 - 100K<n<1M
 ---
-## Dataset Description
 - **Homepage:** https://yandex.ru/yaintern/training/ml-training
-### Dataset Summary
 This dataset was used as homework #3 in the Yandex Machine Learning 2.0 training in November 2024.
 ***This dataset is a simulation of automatically collected internet data for a low-resource language.***
@@ -52,14 +51,13 @@ In 2084, humanity made first contact with an extraterrestrial civilization livin
 The Zetans provided humanity with an extensive text library in their language, including both original works and translations of known Earth texts. In turn, they were given access to Earth's libraries. However, machine translation algorithms have not yet coped well with the unusual structure of the Zetan language, which makes the translation inaccurate and incomplete.
 Need to train a model for translating from Zetan to English.
 ## Supported Tasks and Leaderboards
 Translation.
 ## Languages
 The dataset contains two languages, a real one, English, and a fictional one, Zetan.
-## Dataset Structure
 In the original dataset consists of three files in JSON Lines format. Current dataset structure:
 ```
@@ -81,18 +79,18 @@ DatasetDict({
-### Data Splits
 There are three splits in the dataset:
 - `train` - 300,000 translation examples. ***The data is specially noisy. There are approximately 235,000 qualitative examples.***
 - `validation` - 500 translation examples, are used to validate the model during the fine-tuning process.
 - `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!***
-### Data Fields
 `src` - contains a phrase in the Zetan language.
 `dst` - contains a translation from Zetan to English.
-### Data Instances:
 ```json
 {
   "src":"◲▦◠▦◬▦■ ◉◗▢◕◗ ◍◗▱◎ ▽◠▽▪▦◠ ◕▴◉◗▦▼▴ ◀◗◓◉◧▨ ◎▴◞◠▸ ◠▱◈▪▨ ◚◪ ◀◨ ◎◪◞◠▸▱◠◓◬▦ ◀◠▢▪▱◠◓▪ ▻◪▨ ◈◂◞▫◉◠ ◈▴◐◫▱◈◗▵",

 - 100K<n<1M
 ---
+# Dataset Description
 - **Homepage:** https://yandex.ru/yaintern/training/ml-training
+## Dataset Summary
 This dataset was used as homework #3 in the Yandex Machine Learning 2.0 training in November 2024.
 ***This dataset is a simulation of automatically collected internet data for a low-resource language.***
 The Zetans provided humanity with an extensive text library in their language, including both original works and translations of known Earth texts. In turn, they were given access to Earth's libraries. However, machine translation algorithms have not yet coped well with the unusual structure of the Zetan language, which makes the translation inaccurate and incomplete.
 Need to train a model for translating from Zetan to English.
 ## Supported Tasks and Leaderboards
 Translation.
 ## Languages
 The dataset contains two languages, a real one, English, and a fictional one, Zetan.
+# Dataset Structure
 In the original dataset consists of three files in JSON Lines format. Current dataset structure:
 ```
+## Data Splits
 There are three splits in the dataset:
 - `train` - 300,000 translation examples. ***The data is specially noisy. There are approximately 235,000 qualitative examples.***
 - `validation` - 500 translation examples, are used to validate the model during the fine-tuning process.
 - `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!***
+## Data Fields
 `src` - contains a phrase in the Zetan language.
 `dst` - contains a translation from Zetan to English.
+## Data Instances:
 ```json
 {
   "src":"◲▦◠▦◬▦■ ◉◗▢◕◗ ◍◗▱◎ ▽◠▽▪▦◠ ◕▴◉◗▦▼▴ ◀◗◓◉◧▨ ◎▴◞◠▸ ◠▱◈▪▨ ◚◪ ◀◨ ◎◪◞◠▸▱◠◓◬▦ ◀◠▢▪▱◠◓▪ ▻◪▨ ◈◂◞▫◉◠ ◈▴◐◫▱◈◗▵",