Datasets:
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Duplicate from CAiRE/ASCEND
Browse filesCo-authored-by: Holy Lovenia <holylovenia@users.noreply.huggingface.co>
- .gitattributes +27 -0
- README.md +161 -0
- main/test-00000-of-00001.parquet +3 -0
- main/train-00000-of-00003.parquet +3 -0
- main/train-00001-of-00003.parquet +3 -0
- main/train-00002-of-00003.parquet +3 -0
- main/validation-00000-of-00001.parquet +3 -0
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README.md
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---
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annotations_creators:
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- expert-generated
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language_creators:
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- crowdsourced
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language:
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- en
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- zh
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license:
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- cc-by-sa-4.0
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multilinguality:
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- multilingual
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size_categories:
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- 10K<n<100K
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source_datasets:
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- original
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task_categories:
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- automatic-speech-recognition
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task_ids: []
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pretty_name: 'ASCEND: A Spontaneous Chinese-English Dataset for Code-switching in
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Multi-turn Conversation'
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tags:
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- speech-recognition
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- code-switching
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dataset_info:
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config_name: main
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features:
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- name: id
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dtype: string
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- name: path
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dtype: string
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- name: audio
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dtype:
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audio:
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sampling_rate: 16000
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- name: transcription
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dtype: string
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- name: duration
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dtype: float32
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- name: language
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dtype: string
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- name: original_speaker_id
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dtype: int64
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- name: session_id
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dtype: int64
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- name: topic
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dtype: string
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splits:
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- name: train
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num_bytes: 1014573740.14
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num_examples: 9869
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- name: test
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num_bytes: 106171230.135
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num_examples: 1315
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- name: validation
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num_bytes: 106772517.43
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num_examples: 1130
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download_size: 1223536062
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dataset_size: 1227517487.7050002
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configs:
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- config_name: main
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data_files:
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- split: train
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path: main/train-*
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- split: test
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path: main/test-*
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- split: validation
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path: main/validation-*
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default: true
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---
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# Dataset Card for ASCEND
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## Table of Contents
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- [Dataset Description](#dataset-description)
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- [Dataset Summary](#dataset-summary)
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- [Supported Tasks](#supported-tasks-and-leaderboards)
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- [Languages](#languages)
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- [Usage](#usage)
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- [Dataset Structure](#dataset-structure)
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- [Data Splits](#data-instances)
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- [Additional Information](#additional-information)
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- [Licensing Information](#licensing-information)
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- [Citation Information](#citation-information)
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## Dataset Description
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- **Homepage:** [Needs More Information]
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- **Repository:** [Needs More Information]
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- **Paper:** https://arxiv.org/abs/2112.06223
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- **Leaderboard:** [Needs More Information]
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- **Point of Contact:** [Needs More Information]
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### Dataset Summary
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ASCEND (A Spontaneous Chinese-English Dataset) introduces a high-quality resource of spontaneous multi-turn conversational dialogue Chinese-English code-switching corpus collected in Hong Kong. ASCEND consists of 10.62 hours of spontaneous speech with a total of ~12.3K utterances. The corpus is split into 3 sets: training, validation, and test with a ratio of 8:1:1 while maintaining a balanced gender proportion on each set.
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### Supported Tasks and Leaderboards
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Code-switching
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### Languages
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Chinese and English
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## Usage
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To obtain the full dataset (complete with train, validation, and test set), simply run this:
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```
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import datasets
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dataset = datasets.load_dataset("CAiRE/ASCEND")
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```
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## Dataset Structure
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A typical data point comprises the path to the audio file, the loaded audio array, and its transcription. Additional fields include datapoint id, duration, language, speaker id, session id, and topic.
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```
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{
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'id': '00644',
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'path': '.cache/huggingface/datasets/downloads/extracted/f0b33b5266cd9452ee310eef3577cf7adb7f29aa54dbff74b9a8ee406a55d614/waves/ses2_spk3_L13101_189.900_5.490.wav',
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'audio': {
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'path': '.cache/huggingface/datasets/downloads/extracted/f0b33b5266cd9452ee310eef3577cf7adb7f29aa54dbff74b9a8ee406a55d614/waves/ses2_spk3_L13101_189.900_5.490.wav',
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'array': array([-6.1035156e-05, -1.8310547e-04, 3.0517578e-05, ...,
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0.0000000e+00, -3.0517578e-05, 0.0000000e+00
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], dtype = float32),
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'sampling_rate': 16000
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},
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'transcription': '因为你不可能邀你的female friends去说走我们去play basketball',
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'duration': 5.489999771118164,
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'language': 'mixed',
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'original_speaker_id': 3,
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'session_id': 2,
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'topic': 'sports'
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}
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```
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### Data Splits
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Number of utterances: 9,869 train, 1,130 validation, and 1,315 test.
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## Additional Information
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For comprehensive explanations, please check [our paper](https://arxiv.org/pdf/2112.06223.pdf).
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### Licensing Information
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Creative Common Attribution Share-Alike 4.0 International (CC-BY-SA 4.0)
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### Citation Information
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If you use our dataset, please cite us:
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```
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@inproceedings{lovenia2022ascend,
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title={ASCEND: A Spontaneous Chinese-English Dataset for Code-switching in Multi-turn Conversation},
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author={Lovenia, Holy and Cahyawijaya, Samuel and Winata, Genta Indra and Xu, Peng and Yan, Xu and Liu, Zihan and Frieske, Rita and Yu, Tiezheng and Dai, Wenliang and Barezi, Elham J and others},
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booktitle={Proceedings of the 13th Language Resources and Evaluation Conference (LREC)},
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year={2022}
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```
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main/test-00000-of-00001.parquet
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version https://git-lfs.github.com/spec/v1
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size 105756434
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main/train-00000-of-00003.parquet
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main/validation-00000-of-00001.parquet
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