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Duplicate from janani-rane/SiQuAD
Browse filesCo-authored-by: Janani R <janani-rane@users.noreply.huggingface.co>
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- README.md +62 -0
- dev.csv +0 -0
- test.csv +0 -0
- train.csv +3 -0
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README.md
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---
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license: cc-by-sa-4.0
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task_categories:
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- question-answering
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language:
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- si
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pretty_name: SiQuAD
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size_categories:
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- 10K<n<100K
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tags:
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- Sinhala
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- QA
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- Question
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---
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# Sinhala SQuAD Dataset
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This dataset is a translation of the **SQuAD v1.0** dataset into **Sinhala** using the Google Translate API. It consists of **16,000 question-answer pairs**, with **13,000 training pairs** and **1,250 test/dev pairs**. The dataset is cleaned and validated to ensure the quality of the translations.
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## Dataset Details
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- **Size**: 16,000 QA pairs
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- **Train**: 13,000 pairs
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- **Test/Dev**: 1,250 pairs
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- **Language**: Sinhala
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- **Source**: The dataset was derived from the original **SQuAD v1.0** dataset.
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- **Preprocessing**: The data was translated using the Google Translate API, followed by cleaning and validation of the translations.
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## Performance
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The best performance achieved on this dataset was obtained by fine-tuning the **XLM-R Large model** on the Sinhala-translated data. The model achieved the following performance metrics:
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- **F1 Score**: 73.29 on the test set
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## Usage
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You can use this dataset for training and evaluating extractive question answering models in Sinhala. It can be easily loaded using the Hugging Face `datasets` library.
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```python
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from datasets import load_dataset
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dataset = load_dataset("janani-rane/SiQuAD")
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```
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## Citation
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If you use this dataset, please cite the following paper:
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Ranasinghe, J., & Weerasinghe, R. (2025). Question Answering in a Low-Resource Language: Dataset and Deep Learning Adaptations for Sinhala. In: Hadjali, A., Maiorana, E., Gusikhin, O., & Sansone, C. (eds) Deep Learning Theory and Applications. DeLTA 2025. Communications in Computer and Information Science, vol 2627. Springer, Cham. https://doi.org/10.1007/978-3-032-04339-9_22
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### BibTeX
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```bibtex
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@inproceedings{ranasinghe2025sinhalaqa,
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author = {Janani Ranasinghe and Ruvan Weerasinghe},
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title = {Question Answering in a Low-Resource Language: Dataset and Deep Learning Adaptations for Sinhala},
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booktitle = {Deep Learning Theory and Applications (DeLTA 2025)},
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series = {Communications in Computer and Information Science},
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volume = {2627},
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publisher = {Springer},
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year = {2025},
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doi = {10.1007/978-3-032-04339-9_22}
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}
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dev.csv
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test.csv
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train.csv
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version https://git-lfs.github.com/spec/v1
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oid sha256:e89d42ff3e013b7b3a24cb4face9c1604b9fd16f81a7cd688028617853688f2a
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size 25654565
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