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@@ -46,8 +46,7 @@ The benchmark is built from **1,152 manually curated images** spanning nine cult
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  * **Bangla Dialects**: Barishal, Chittagong, Noakhali, Rangpur, and Sylhet.
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  ### Cultural Domains
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- The dataset encapsulates Bengali identity through nine carefully selected domains:
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- * Culture, Food, History, Media & Movies, National Achievements, Nature, Personalities, Politics, and Sports.
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  ---
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@@ -58,6 +57,39 @@ The dataset encapsulates Bengali identity through nine carefully selected domain
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  ---
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  ## Citation
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  If you use this dataset or benchmark in your research, please cite:
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@@ -67,4 +99,5 @@ If you use this dataset or benchmark in your research, please cite:
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  author={Sayeedi, Nurul Labib and Sayeedi, Md. Faiyaz Abdullah and Dipta, Shubhashis Roy and Tabassum, Rubaya and Hridoy, Ariful Ekraj and Mahmood, Mehraj and Sobhani, Mahbub E and Hasan, Md. Tarek and Shatabda, Swakkhar},
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  journal={arXiv preprint arXiv:2603.21165},
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  year={2026}
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- }
 
 
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  * **Bangla Dialects**: Barishal, Chittagong, Noakhali, Rangpur, and Sylhet.
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  ### Cultural Domains
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+ The dataset encapsulates Bengali identity through nine carefully selected domains: _Culture, Food, History, Media & Movies, National Achievements, Nature, Personalities, Politics, and Sports_.
 
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  ---
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  ---
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+ 💻 All the codes, resources, and evaluation scripts are available on the [Project Website](https://labib1610.github.io/BanglaVerse).
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+
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+ 💾 Downloading the Full Corpus
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+ You can easily download and use the BANGLA VERSE dataset in multiple ways:
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+ 🔹 **Option 1: Using the 🤗 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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+ # Load a specific configuration of the BANGLA VERSE dataset (e.g., regional_dialects)
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+ dataset = load_dataset("FaiyazAbdullah114708/BanglaVerse", "regional_dialects")
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+
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+ # Access an example (Chittagong dialect)
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+ print(dataset['chittagong'][0])
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+ ```
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+ 🔹 **Option 2: Clone Directly from Hugging Face**
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+ You can also clone the repository directly using Git LFS:
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+ ```bash
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+ git lfs install
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+ git clone [https://huggingface.co/datasets/FaiyazAbdullah114708/BanglaVerse](https://huggingface.co/datasets/FaiyazAbdullah114708/BanglaVerse)
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+ ```
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+ 🔹 **Option 3: Manual Download**
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+ Visit the dataset page and use the “Download Dataset” button: 👉 https://huggingface.co/datasets/FaiyazAbdullah114708/BanglaVerse
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+
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+ ---
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+
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  ## Citation
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  If you use this dataset or benchmark in your research, please cite:
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  author={Sayeedi, Nurul Labib and Sayeedi, Md. Faiyaz Abdullah and Dipta, Shubhashis Roy and Tabassum, Rubaya and Hridoy, Ariful Ekraj and Mahmood, Mehraj and Sobhani, Mahbub E and Hasan, Md. Tarek and Shatabda, Swakkhar},
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  journal={arXiv preprint arXiv:2603.21165},
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  year={2026}
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+ }
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+ ```