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Co-authored-by: Janani R <janani-rane@users.noreply.huggingface.co>

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  2. README.md +62 -0
  3. dev.csv +0 -0
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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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+
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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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+
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+ ## Dataset Details
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+
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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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+
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+ ## Performance
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+
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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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+
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+ - **F1 Score**: 73.29 on the test set
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+
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+ ## Usage
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+
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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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+
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+ ```python
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+ from datasets import load_dataset
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+
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+ dataset = load_dataset("janani-rane/SiQuAD")
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+ ```
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+
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+ ## Citation
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+
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+ If you use this dataset, please cite the following paper:
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+
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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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+
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+ ### BibTeX
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+
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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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