Add paper, code and project page links

README.md

@@ -36,30 +36,52 @@ configs:
 
 # Kashmiri TTS Dataset
 
-## Overview
-This dataset is the **Text-to-Speech (TTS) corpus for the Kashmiri language**, that we utilised for our paper.
+[**Project Page**](https://gaash-lab.github.io/Bolbosh) | [**GitHub**](https://github.com/gaash-lab/Bolbosh) | [**Paper**](https://huggingface.co/papers/2603.07513)
 
-The dataset is a **derived and curated combination** of Kashmiri speech data from the **IndicVoices-R** corpus and the **RASA** speech dataset.
+## Overview
+This dataset is the **Text-to-Speech (TTS) corpus for the Kashmiri language**, as presented in the paper "[Bolbosh: Script-Aware Flow Matching for Kashmiri Text-to-Speech](https://huggingface.co/papers/2603.07513)".
 
+The dataset is a **derived and curated combination** of Kashmiri speech data from the **IndicVoices-R** corpus and the **RASA** speech dataset. It was used to develop Bolbosh, an open-source neural TTS system designed to handle the specific orthographic and phonological challenges of the Kashmiri language.
 
 ---
 
 ## Data Sources and Attribution
-This dataset is derived from the following publicly available resources:
+This dataset is derived from the following resources:
 
 ### IndicVoices-R
 - A large-scale multilingual speech corpus covering several Indic languages, including Kashmiri.
-- Source: https://github.com/AI4Bharat/IndicVoices
+- Source: [AI4Bharat/IndicVoices](https://github.com/AI4Bharat/IndicVoices)
 - License: CC BY 4.0
 
 ### RASA (Resource for Audio-visual Speech Analysis)
 - A speech dataset supporting research in speech and language technologies.
 - License: As provided by the original RASA dataset distribution.
 
-**This dataset does not replace the original datasets.**  
-Users are encouraged to cite and respect the licenses of the original sources.
+**Note:** This dataset does not replace the original datasets. Users are encouraged to cite and respect the licenses of the original sources.
 
 ---
 
 ## Dataset Structure
-The dataset follows the **Hugging Face `audiofolder` format**, enabling automatic audio playback and preview in the dataset viewer.
+The dataset follows the **Hugging Face `audiofolder` format**, enabling automatic audio playback and preview in the dataset viewer.
+
+### Audio Specifications
+- **Sampling Rate:** 22,050 Hz
+- **Format:** mono (derived from studio and field recordings)
+
+### Splits
+| Split | Number of Utterances |
+|---|---|
+| **train** | 33,182 |
+| **validation** | 4,542 |
+| **test** | 2,272 |
+
+## Citation
+If you use this dataset or the Bolbosh system, please cite the following paper:
+```bibtex
+@article{ashraf2024bolbosh,
+  title={Bolbosh: Script-Aware Flow Matching for Kashmiri Text-to-Speech},
+  author={Ashraf, Tajamul and Zargar, Burhaan Rasheed and Muizz, Saeed Abdul and Mushtaq, Ifrah and Mehdi, Nazima and Gillani, Iqra Altaf and Kak, Aadil Amin and Bashir, Janibul},
+  journal={arXiv preprint arXiv:2603.07513},
+  year={2024}
+}
+```