|
--- |
|
dataset_info: |
|
- config_name: afrikaans |
|
features: |
|
- name: question_text |
|
dtype: string |
|
- name: background |
|
dtype: string |
|
- name: answer_text |
|
dtype: string |
|
- name: options |
|
sequence: string |
|
- name: language |
|
dtype: string |
|
- name: level |
|
dtype: string |
|
- name: subject |
|
dtype: string |
|
- name: subject_category |
|
dtype: string |
|
splits: |
|
- name: dev |
|
num_bytes: 8860 |
|
num_examples: 25 |
|
- name: test |
|
num_bytes: 194333 |
|
num_examples: 258 |
|
download_size: 71295 |
|
dataset_size: 203193 |
|
- config_name: chinese |
|
features: |
|
- name: question_text |
|
dtype: string |
|
- name: background |
|
dtype: string |
|
- name: answer_text |
|
dtype: string |
|
- name: options |
|
sequence: string |
|
- name: language |
|
dtype: string |
|
- name: level |
|
dtype: string |
|
- name: subject |
|
dtype: string |
|
- name: subject_category |
|
dtype: string |
|
splits: |
|
- name: dev |
|
num_bytes: 25055 |
|
num_examples: 29 |
|
- name: test |
|
num_bytes: 485093 |
|
num_examples: 682 |
|
download_size: 289255 |
|
dataset_size: 510148 |
|
- config_name: english |
|
features: |
|
- name: question_text |
|
dtype: string |
|
- name: background |
|
dtype: string |
|
- name: answer_text |
|
dtype: string |
|
- name: options |
|
sequence: string |
|
- name: language |
|
dtype: string |
|
- name: level |
|
dtype: string |
|
- name: subject |
|
dtype: string |
|
- name: subject_category |
|
dtype: string |
|
splits: |
|
- name: dev |
|
num_bytes: 12792 |
|
num_examples: 32 |
|
- name: test |
|
num_bytes: 2573796 |
|
num_examples: 1911 |
|
download_size: 697219 |
|
dataset_size: 2586588 |
|
- config_name: italian |
|
features: |
|
- name: question_text |
|
dtype: string |
|
- name: background |
|
dtype: string |
|
- name: answer_text |
|
dtype: string |
|
- name: options |
|
sequence: string |
|
- name: language |
|
dtype: string |
|
- name: level |
|
dtype: string |
|
- name: subject |
|
dtype: string |
|
- name: subject_category |
|
dtype: string |
|
splits: |
|
- name: dev |
|
num_bytes: 5834 |
|
num_examples: 18 |
|
- name: test |
|
num_bytes: 2397963 |
|
num_examples: 811 |
|
download_size: 326671 |
|
dataset_size: 2403797 |
|
- config_name: javanese |
|
features: |
|
- name: question_text |
|
dtype: string |
|
- name: background |
|
dtype: string |
|
- name: answer_text |
|
dtype: string |
|
- name: options |
|
sequence: string |
|
- name: language |
|
dtype: string |
|
- name: level |
|
dtype: string |
|
- name: subject |
|
dtype: string |
|
- name: subject_category |
|
dtype: string |
|
splits: |
|
- name: dev |
|
num_bytes: 1425 |
|
num_examples: 6 |
|
- name: test |
|
num_bytes: 187280 |
|
num_examples: 371 |
|
download_size: 84085 |
|
dataset_size: 188705 |
|
- config_name: portuguese |
|
features: |
|
- name: question_text |
|
dtype: string |
|
- name: background |
|
dtype: string |
|
- name: answer_text |
|
dtype: string |
|
- name: options |
|
sequence: string |
|
- name: language |
|
dtype: string |
|
- name: level |
|
dtype: string |
|
- name: subject |
|
dtype: string |
|
- name: subject_category |
|
dtype: string |
|
splits: |
|
- name: dev |
|
num_bytes: 20979 |
|
num_examples: 24 |
|
- name: test |
|
num_bytes: 941655 |
|
num_examples: 889 |
|
download_size: 614816 |
|
dataset_size: 962634 |
|
- config_name: swahili |
|
features: |
|
- name: question_text |
|
dtype: string |
|
- name: background |
|
dtype: string |
|
- name: answer_text |
|
dtype: string |
|
- name: options |
|
sequence: string |
|
- name: language |
|
dtype: string |
|
- name: level |
|
dtype: string |
|
- name: subject |
|
dtype: string |
|
- name: subject_category |
|
dtype: string |
|
splits: |
|
- name: dev |
|
num_bytes: 2053 |
|
num_examples: 6 |
|
- name: test |
|
num_bytes: 607215 |
|
num_examples: 428 |
|
download_size: 94031 |
|
dataset_size: 609268 |
|
- config_name: thai |
|
features: |
|
- name: question_text |
|
dtype: string |
|
- name: background |
|
dtype: string |
|
- name: answer_text |
|
dtype: string |
|
- name: options |
|
sequence: string |
|
- name: language |
|
dtype: string |
|
- name: level |
|
dtype: string |
|
- name: subject |
|
dtype: string |
|
- name: subject_category |
|
dtype: string |
|
splits: |
|
- name: dev |
|
num_bytes: 16185 |
|
num_examples: 26 |
|
- name: test |
|
num_bytes: 2249737 |
|
num_examples: 2168 |
|
download_size: 901256 |
|
dataset_size: 2265922 |
|
- config_name: vietnamese |
|
features: |
|
- name: question_text |
|
dtype: string |
|
- name: background |
|
dtype: string |
|
- name: answer_text |
|
dtype: string |
|
- name: options |
|
sequence: string |
|
- name: language |
|
dtype: string |
|
- name: level |
|
dtype: string |
|
- name: subject |
|
dtype: string |
|
- name: subject_category |
|
dtype: string |
|
splits: |
|
- name: dev |
|
num_bytes: 7974 |
|
num_examples: 28 |
|
- name: test |
|
num_bytes: 767759 |
|
num_examples: 1789 |
|
download_size: 375774 |
|
dataset_size: 775733 |
|
configs: |
|
- config_name: afrikaans |
|
data_files: |
|
- split: dev |
|
path: afrikaans/dev-* |
|
- split: test |
|
path: afrikaans/test-* |
|
- config_name: chinese |
|
data_files: |
|
- split: dev |
|
path: chinese/dev-* |
|
- split: test |
|
path: chinese/test-* |
|
- config_name: english |
|
data_files: |
|
- split: dev |
|
path: english/dev-* |
|
- split: test |
|
path: english/test-* |
|
- config_name: italian |
|
data_files: |
|
- split: dev |
|
path: italian/dev-* |
|
- split: test |
|
path: italian/test-* |
|
- config_name: javanese |
|
data_files: |
|
- split: dev |
|
path: javanese/dev-* |
|
- split: test |
|
path: javanese/test-* |
|
- config_name: portuguese |
|
data_files: |
|
- split: dev |
|
path: portuguese/dev-* |
|
- split: test |
|
path: portuguese/test-* |
|
- config_name: swahili |
|
data_files: |
|
- split: dev |
|
path: swahili/dev-* |
|
- split: test |
|
path: swahili/test-* |
|
- config_name: thai |
|
data_files: |
|
- split: dev |
|
path: thai/dev-* |
|
- split: test |
|
path: thai/test-* |
|
- config_name: vietnamese |
|
data_files: |
|
- split: dev |
|
path: vietnamese/dev-* |
|
- split: test |
|
path: vietnamese/test-* |
|
--- |
|
|
|
# M3Exam: A Multilingual π, Multimodal πΌ, Multilevel π Benchmark for LLMs |
|
|
|
This is the repository for [M3Exam: A Multilingual, Multimodal, Multilevel Benchmark for Examining Large Language Models](https://arxiv.org/abs/2306.05179/). |
|
|
|
TL;DR: We introduce M3Exam, a novel benchmark sourced from real and official human exam questions for evaluating LLMs in a multilingual, multimodal, and multilevel context. |
|
|
|
![image](https://github.com/DAMO-NLP-SG/M3Exam/blob/main/images/m3exam-examples.jpg?raw=true) |
|
|