Datasets:
Tasks:
Automatic Speech Recognition
Sub-tasks:
keyword-spotting
Size:
10K<n<100K
ArXiv:
Tags:
speech-recognition
License:
patrickvonplaten
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Update README.md
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README.md
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- **Fine-Tuning script:** [research-projects/xtreme-s](https://github.com/huggingface/transformers/tree/main/examples/pytorch/audio-classification)
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- **Paper:** [Multilingual and Cross-Lingual Intent Detection from Spoken Data](https://arxiv.org/abs/2104.08524)
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- **Total amount of disk used:** ca.
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MINDS-14 is training and evaluation resource for intent detection task with spoken data. It covers 14
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intents extracted from a commercial system in the e-banking domain, associated with spoken examples in 14 diverse language varieties.
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## Dataset Structure
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An example of a datainstance of the config `fr-FR` looks as follows:
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{
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"path": "/home/patrick/.cache/huggingface/datasets/downloads/extracted/3ebe2265b2f102203be5e64fa8e533e0c6742e72268772c8ac1834c5a1a921e3/fr-FR~ADDRESS/response_4.wav",
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"audio": {
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"intent_class": 1,
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"lang_id": 6,
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}
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## Dataset Creation
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- **Fine-Tuning script:** [research-projects/xtreme-s](https://github.com/huggingface/transformers/tree/main/examples/pytorch/audio-classification)
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- **Paper:** [Multilingual and Cross-Lingual Intent Detection from Spoken Data](https://arxiv.org/abs/2104.08524)
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- **Total amount of disk used:** ca. 500 MB
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MINDS-14 is training and evaluation resource for intent detection task with spoken data. It covers 14
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intents extracted from a commercial system in the e-banking domain, associated with spoken examples in 14 diverse language varieties.
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## Dataset Structure
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We show detailed information the example configurations `fr-FR` of the dataset.
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All other configurations have the same structure.
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### Data Instances
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**fr-FR**
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- Size of downloaded dataset files: 471 MB
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- Size of the generated dataset: 300 KB
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- Total amount of disk used: 471 MB
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An example of a datainstance of the config `fr-FR` looks as follows:
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```
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{
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"path": "/home/patrick/.cache/huggingface/datasets/downloads/extracted/3ebe2265b2f102203be5e64fa8e533e0c6742e72268772c8ac1834c5a1a921e3/fr-FR~ADDRESS/response_4.wav",
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"audio": {
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"intent_class": 1,
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"lang_id": 6,
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}
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```
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### Data Fields
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The data fields are the same among all splits.
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- **path** (str): Path to the audio file
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- **audio** (dict): Audio object including loaded audio array, sampling rate and path ot audio
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- **transcription** (str): Transcription of the audio file
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- **english_transcription** (str): English transcription of the audio file
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- **intent_class** (int): Class id of intent
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- **lang_id** (int): Id of language
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### Data Splits
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Every config only has the `"train"` split containing of *ca.* 600 examples.
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## Dataset Creation
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