---

license: cc-by-nc-4.0
task_categories:
  - question-answering
language:
  - kk
  - ru
tags:
  - MMLU
  - exams
  - multilingual
size_categories:
  - 10K<n<100K
dataset_info: null
configs:

  - config_name: Accounting and Auditing (Professional & University in rus)
    data_files:
      - split: test
        path: Accounting and Auditing (Professional & University in rus)/test.csv
      - split: dev
        path: Accounting and Auditing (Professional & University in rus)/dev.csv

  - config_name: Biology (High School in kaz)
    data_files:
      - split: test
        path: Biology (High School in kaz)/test.csv
      - split: dev
        path: Biology (High School in kaz)/dev.csv

  - config_name: Biology (High School in rus)
    data_files:
      - split: test
        path: Biology (High School in rus)/test.csv
      - split: dev
        path: Biology (High School in rus)/dev.csv

  - config_name: Biology (Professional & University in rus)
    data_files:
      - split: test
        path: Biology (Professional & University in rus)/test.csv
      - split: dev
        path: Biology (Professional & University in rus)/dev.csv

  - config_name: Chemistry (High School in kaz)
    data_files:
      - split: test
        path: Chemistry (High School in kaz)/test.csv
      - split: dev
        path: Chemistry (High School in kaz)/dev.csv

  - config_name: Chemistry (High School in rus)
    data_files:
      - split: test
        path: Chemistry (High School in rus)/test.csv
      - split: dev
        path: Chemistry (High School in rus)/dev.csv

  - config_name: Culture and Art (Professional & University in rus)
    data_files:
      - split: test
        path: Culture and Art (Professional & University in rus)/test.csv
      - split: dev
        path: Culture and Art (Professional & University in rus)/dev.csv

  - config_name: Economics and Entrepreneurship (Professional in rus)
    data_files:
      - split: test
        path: Economics and Entrepreneurship (Professional in rus)/test.csv
      - split: dev
        path: Economics and Entrepreneurship (Professional in rus)/dev.csv

  - config_name: Education and Training (Professional & University in rus)
    data_files:
      - split: test
        path: Education and Training (Professional & University in rus)/test.csv
      - split: dev
        path: Education and Training (Professional & University in rus)/dev.csv

  - config_name: Finance (Professional & University in rus)
    data_files:
      - split: test
        path: Finance (Professional & University in rus)/test.csv
      - split: dev
        path: Finance (Professional & University in rus)/dev.csv

  - config_name: General Education Disciplines (Professional & University in rus)
    data_files:
      - split: test
        path: General Education Disciplines (Professional & University in rus)/test.csv
      - split: dev
        path: General Education Disciplines (Professional & University in rus)/dev.csv

  - config_name: Geography (High School in kaz)
    data_files:
      - split: test
        path: Geography (High School in kaz)/test.csv
      - split: dev
        path: Geography (High School in kaz)/dev.csv

  - config_name: Geography (High School in rus)
    data_files:
      - split: test
        path: Geography (High School in rus)/test.csv
      - split: dev
        path: Geography (High School in rus)/dev.csv

  - config_name: Informatics (High School in kaz)
    data_files:
      - split: test
        path: Informatics (High School in kaz)/test.csv
      - split: dev
        path: Informatics (High School in kaz)/dev.csv

  - config_name: Informatics (High School in rus)
    data_files:
      - split: test
        path: Informatics (High School in rus)/test.csv
      - split: dev
        path: Informatics (High School in rus)/dev.csv

  - config_name: Jurisprudence (Professional & University in rus)
    data_files:
      - split: test
        path: Jurisprudence (Professional & University in rus)/test.csv
      - split: dev
        path: Jurisprudence (Professional & University in rus)/dev.csv

  - config_name: Kazakh History (High School in kaz)
    data_files:
      - split: test
        path: Kazakh History (High School in kaz)/test.csv
      - split: dev
        path: Kazakh History (High School in kaz)/dev.csv

  - config_name: Kazakh History (High School in rus)
    data_files:
      - split: test
        path: Kazakh History (High School in rus)/test.csv
      - split: dev
        path: Kazakh History (High School in rus)/dev.csv

  - config_name: Kazakh Language (High School in kaz)
    data_files:
      - split: test
        path: Kazakh Language (High School in kaz)/test.csv
      - split: dev
        path: Kazakh Language (High School in kaz)/dev.csv

  - config_name: Kazakh Literature (High School in kaz)
    data_files:
      - split: test
        path: Kazakh Literature (High School in kaz)/test.csv
      - split: dev
        path: Kazakh Literature (High School in kaz)/dev.csv

  - config_name: Law (High School in kaz)
    data_files:
      - split: test
        path: Law (High School in kaz)/test.csv
      - split: dev
        path: Law (High School in kaz)/dev.csv

  - config_name: Law (High School in rus)
    data_files:
      - split: test
        path: Law (High School in rus)/test.csv
      - split: dev
        path: Law (High School in rus)/dev.csv

  - config_name: Management and Marketing (Professional & University in rus)
    data_files:
      - split: test
        path: Management and Marketing (Professional & University in rus)/test.csv
      - split: dev
        path: Management and Marketing (Professional & University in rus)/dev.csv

  - config_name: Math (High School in kaz)
    data_files:
      - split: test
        path: Math (High School in kaz)/test.csv
      - split: dev
        path: Math (High School in kaz)/dev.csv

  - config_name: Math (High School in rus)
    data_files:
      - split: test
        path: Math (High School in rus)/test.csv
      - split: dev
        path: Math (High School in rus)/dev.csv

  - config_name: Math Literacy (High School in rus)
    data_files:
      - split: test
        path: Math Literacy (High School in rus)/test.csv
      - split: dev
        path: Math Literacy (High School in rus)/dev.csv

  - config_name: Medicine (Professional & University in rus)
    data_files:
      - split: test
        path: Medicine (Professional & University in rus)/test.csv
      - split: dev
        path: Medicine (Professional & University in rus)/dev.csv

  - config_name: Philosophy and Psychology (Professional & University in rus)
    data_files:
      - split: test
        path: Philosophy and Psychology (Professional & University in rus)/test.csv
      - split: dev
        path: Philosophy and Psychology (Professional & University in rus)/dev.csv

  - config_name: Physics (High School in kaz)
    data_files:
      - split: test
        path: Physics (High School in kaz)/test.csv
      - split: dev
        path: Physics (High School in kaz)/dev.csv

  - config_name: Physics (High School in rus)
    data_files:
      - split: test
        path: Physics (High School in rus)/test.csv
      - split: dev
        path: Physics (High School in rus)/dev.csv

  - config_name: Reading Literacy (High School in kaz)
    data_files:
      - split: test
        path: Reading Literacy (High School in kaz)/test.csv
      - split: dev
        path: Reading Literacy (High School in kaz)/dev.csv

  - config_name: Reading Literacy (High School in rus)
    data_files:
      - split: test
        path: Reading Literacy (High School in rus)/test.csv
      - split: dev
        path: Reading Literacy (High School in rus)/dev.csv

  - config_name: Russian Language (High School in rus)
    data_files:
      - split: test
        path: Russian Language (High School in rus)/test.csv
      - split: dev
        path: Russian Language (High School in rus)/dev.csv

  - config_name: Russian Literature (High School in rus)
    data_files:
      - split: test
        path: Russian Literature (High School in rus)/test.csv
      - split: dev
        path: Russian Literature (High School in rus)/dev.csv

  - config_name: Social Science (Professional & University in rus)
    data_files:
      - split: test
        path: Social Science (Professional & University in rus)/test.csv
      - split: dev
        path: Social Science (Professional & University in rus)/dev.csv

  - config_name: World History (High School in kaz)
    data_files:
      - split: test
        path: World History (High School in kaz)/test.csv
      - split: dev
        path: World History (High School in kaz)/dev.csv

  - config_name: World History (High School in rus)
    data_files:
      - split: test
        path: World History (High School in rus)/test.csv
      - split: dev
        path: World History (High School in rus)/dev.csv

---

# Mukhammed03/KazakhMMLU

This dataset contains multiple subsets for different subjects and domains, structured for few-shot learning and evaluation.

## Dataset Structure

The dataset is organized into subsets, each corresponding to a specific subject and level. Each subset has two splits:
- **`dev`**: Few-shot examples (3 rows per subset).
- **`test`**: The remaining rows for evaluation.

### Subsets
The dataset contains the following subsets:
- Accounting (University)
- Biology (High School in kaz)
- Biology (High School in rus)
- Chemistry (High School in kaz)
- Chemistry (High School in rus)
- ... (list other subsets)

### Splits
| Split | Number of Rows |
|-------|----------------|
| dev   | 111            |
| test  | 22,889         |

## Features

The dataset includes the following columns:
- **`Number`**: Question ID.
- **`Source`**: URL or source of the question.
- **`Group`**: The group to which the subject belongs (e.g., Social Science, Science).
- **`Subject`**: The subject of the question (e.g., Biology, Accounting).
- **`Level`**: Academic level (e.g., High School, University).
- **`Question`**: The text of the question.
- **`Option A`**, **`Option B`**, **`Option C`**, **`Option D`**, **`Option E`**: The answer choices.
- **`Answer Key`**: The correct answer.
- **`Subset`**: The name of the subset (e.g., Biology (High School in kaz)).
- **`Split`**: The data split (`dev` or `test`).
- **`is_few_shot`**: Indicates whether the row is part of the few-shot examples (`1` for `dev`, `0` for `test`).

## Usage

You can load this dataset with the following code:

```python
from datasets import load_dataset

dataset = load_dataset("Mukhammed03/KazakhMMLU")