Update README.md

README.md

@@ -15,7 +15,7 @@ license: mit
 
 ### Dataset Description
 
-This dataset contains synthetic chirp spectrograms with corresponding labels, generated for research in signal processing and machine learning applications. The dataset is particularly useful for developing and testing models for chirp signal detection and localization.
+This dataset contains 100000 synthetic chirp spectrograms with corresponding labels, generated for research in signal processing and machine learning applications. The dataset is particularly useful for developing and testing models for chirp signal detection and localization.
 
 - **Curated by:** Nooshin Bahador
 - **Funded by:** Canadian Neuroanalytics Scholars Program
@@ -46,17 +46,6 @@ The data was generated by the authors using their custom Python package.
 
 ## Citation
 
-**BibTeX:**
-@misc{bahador2025chirp,
-      title={Chirp localization via fine-tuned transformer model: A proof-of-concept study}, 
-      author={Nooshin Bahador and Milad Lankarany},
-      year={2025},
-      eprint={2503.22713},
-      archivePrefix={arXiv},
-      primaryClass={eess.AS}
-}
-
-**ArXiv Publication:**
 [Bahador, N., & Lankarany, M. (2025). Chirp localization via fine-tuned transformer model: A proof-of-concept study. arXiv preprint arXiv:2503.22713.](https://arxiv.org/pdf/2503.22713)
 
 ## More Information