Update README.md

README.md

@@ -15,7 +15,7 @@ task_categories:
 
 # L3Cube-MahaParaphrase Dataset
 
-Paper: [MahaParaphrase: A Marathi Paraphrase Detection Corpus and BERT-based Models](https://huggingface.co/papers/2508.17444)
+Paper: [MahaParaphrase: A Marathi Paraphrase Detection Corpus and BERT-based Models](https://huggingface.co/papers/2508.17444) <br>
 Code: https://github.com/l3cube-pune/MarathiNLP
 
 ## Overview:
@@ -44,22 +44,12 @@ The dataset is ideal for training and evaluating NLP models for:
 ## Model Benchmarks:
 Standard transformer-based models like **BERT** have been evaluated on this dataset, providing a performance baseline for future research.
 
-## Sample Usage
-
-This dataset is part of the `mahaNLP` library. You can install it via pip:
-
-```bash
-pip install mahaNLP
-```
-
-For usage examples, please refer to the [L3Cube-MahaNLP Colab demo](https://colab.research.google.com/drive/1POx3Bi1cML6-s3Z3u8g8VpqzpoYCyv2q).
-
 ## Citation:
 If you use this dataset, please cite the original work as follows:
 ```bibtex
-@article{joshi2025mahaparaphrase,
+@article{jadhav2025mahaparaphrase,
   title={MahaParaphrase: A Marathi Paraphrase Detection Corpus and BERT-based Models},
-  author={Joshi, Raviraj},
+  author={Jadhav, Suramya and Shanbhag, Abhay and Thakurdesai, Amogh and Sinare, Ridhima and Joshi, Ananya and Joshi, Raviraj},
   journal={arXiv preprint arXiv:2508.17444},
   year={2025}
 }