|
--- |
|
dataset_info: |
|
features: |
|
- name: region |
|
dtype: string |
|
- name: province_code |
|
dtype: int64 |
|
- name: province_name |
|
dtype: string |
|
- name: filename |
|
dtype: string |
|
- name: text |
|
dtype: string |
|
- name: speakerID |
|
dtype: string |
|
- name: gender |
|
dtype: int64 |
|
- name: audio |
|
dtype: audio |
|
splits: |
|
- name: train |
|
num_bytes: 51014515813.0 |
|
num_examples: 15023 |
|
- name: test |
|
num_bytes: 6669046477.0 |
|
num_examples: 2026 |
|
- name: valid |
|
num_bytes: 6334942186.0 |
|
num_examples: 1900 |
|
download_size: 59828302626 |
|
dataset_size: 64018504476.0 |
|
configs: |
|
- config_name: default |
|
data_files: |
|
- split: train |
|
path: data/train-* |
|
- split: test |
|
path: data/test-* |
|
- split: valid |
|
path: data/valid-* |
|
--- |
|
|
|
Multi-Dialect Vietnamese: Task, Dataset, Baseline Models and Challenges |
|
|
|
## Dataset Overview |
|
|
|
Overall, our dataset offers a comprehensive representation of Vietnamese dialects, including 63 provincial dialects. It consists of 102.56 hours of audio recordings, with nearly 19,000 records ob- |
|
tained from 12,955 speakers. The accompanying transcripts consist of over 1.2 million words, with a distinct vocabulary of 5,155 unique words. The train, validation, and test sets were split in an 8:1:1 ratio based on duration, resulting in 81.43 hours, |
|
10.26 hours, and 10.87 hours, respectively. This ratio extended to the number of records, speakers, and words as well. Notwithstanding such a ratio, the unique word counts in the validation set |
|
(2,660 unique words) and test set (2,723 unique words) does not differ significantly from from the training set (4,813 unique words), thus preserving the vocabulary diversity. Across the 63 provincial |
|
dialects, with the exception of the number of speakers exhibiting imbalance, the remaining attributes duration, number of records, words, and unique words – are well-balanced |
|
|
|
## Citation Information |
|
|
|
|
|
``` |
|
@article{Multi-Dialect Vietnamese: Task, Dataset, Baseline Models and Challenges, |
|
title={Multi-Dialect Vietnamese: Task, Dataset, Baseline Models and Challenges}, |
|
author={Nguyen Van Dinh, Thanh Chi Dang, Luan Thanh Nguyen, Kiet Van Nguyen}, |
|
year=2024, |
|
month=October}, |
|
url={https://huggingface.co./datasets/nguyendv02/ViMD_Dataset} |
|
``` |