|
|
--- |
|
|
task_categories: |
|
|
- automatic-speech-recognition |
|
|
language: |
|
|
- kg |
|
|
- ln |
|
|
- sw |
|
|
pretty_name: c |
|
|
size_categories: |
|
|
- 1K<n<10K |
|
|
--- |
|
|
|
|
|
# Speech Recognition Datasets for Congolese Languages |
|
|
|
|
|
|
|
|
## Dataset Details |
|
|
|
|
|
### Dataset Description |
|
|
This dataset contains two new benchmark corpora designed for low-resource languages spoken in the Democratic Republic of the Congo: The Lingala Read Speech Corpus LRSC, with 4.3 hours of labelled audio, and the Congolese Speech Radio Corpus CSRC, which offers 741 hours of unlabeled audio spanning four significant low-resource languages of the region (Lingala, Tshiluba, Kikongo and Congolese Swahili). Collecting speech and audio for this dataset involved two sets of processes: (1) for LRSC, 32 Congolese adult participants were instructed to sit in a relaxed manner within centimetres of an audio recording device or smartphone and read from the text utterances; (2) for CSRC, recording from the archives of a broadcast station were pre-processed and curated. Congolese languages tend to fall into the “low-resource” category, which, in contrast to “high-resource” languages, has fewer datasets accessible, limiting the development of Conversational Artificial Intelligence. This results in creating the speech recognition datasets for low-resource Congolese languages. The proposed dataset contains two sections. The first section involves training a supervised speech recognition module, while the second involves pre-training a self-supervised model. Both sections feature a wide variety of speech and audio taken in various environments, with the first section featuring a speech having its corresponding transcription and the second featuring a collection of pre-processed raw audio data. |
|
|
|
|
|
- **Curated by:** [More Information Needed] |
|
|
- **Funded by [optional]:** [More Information Needed] |
|
|
- **Shared by:** Ussen Kimanuka, Ciira wa Maina ,Osman Büyük |
|
|
- **Language(s) (NLP):** Kikongo, Lingala, Swahili |
|
|
- **License:** [More Information Needed] |
|
|
|
|
|
### Dataset Sources [optional] |
|
|
|
|
|
<!-- Provide the basic links for the dataset. --> |
|
|
|
|
|
- **Repository:** |
|
|
- **Paper [optional]:** [More Information Needed] |
|
|
- **Demo [optional]:** [More Information Needed] |