Update README.md

README.md

@@ -473,58 +473,6 @@ SparseEncoder(
 - Datasets: 4.0.0
 - Tokenizers: 0.21.2
 
-## Citation
-
-### BibTeX
-
-#### Sentence Transformers
-```bibtex
-@inproceedings{reimers-2019-sentence-bert,
-    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
-    author = "Reimers, Nils and Gurevych, Iryna",
-    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
-    month = "11",
-    year = "2019",
-    publisher = "Association for Computational Linguistics",
-    url = "https://arxiv.org/abs/1908.10084",
-}
-```
-
-#### SpladeLoss
-```bibtex
-@misc{formal2022distillationhardnegativesampling,
-      title={From Distillation to Hard Negative Sampling: Making Sparse Neural IR Models More Effective},
-      author={Thibault Formal and Carlos Lassance and Benjamin Piwowarski and Stéphane Clinchant},
-      year={2022},
-      eprint={2205.04733},
-      archivePrefix={arXiv},
-      primaryClass={cs.IR},
-      url={https://arxiv.org/abs/2205.04733},
-}
-```
-
-#### SparseMarginMSELoss
-```bibtex
-@misc{hofstätter2021improving,
-    title={Improving Efficient Neural Ranking Models with Cross-Architecture Knowledge Distillation},
-    author={Sebastian Hofstätter and Sophia Althammer and Michael Schröder and Mete Sertkan and Allan Hanbury},
-    year={2021},
-    eprint={2010.02666},
-    archivePrefix={arXiv},
-    primaryClass={cs.IR}
-}
-```
-
-#### FlopsLoss
-```bibtex
-@article{paria2020minimizing,
-    title={Minimizing flops to learn efficient sparse representations},
-    author={Paria, Biswajit and Yeh, Chih-Kuan and Yen, Ian EH and Xu, Ning and Ravikumar, Pradeep and P{'o}czos, Barnab{'a}s},
-    journal={arXiv preprint arXiv:2004.05665},
-    year={2020}
-}
-```
-
 <!--
 ## Glossary
 
@@ -544,6 +492,7 @@ SparseEncoder(
 --> 
 </details>
 
+## Citation
 ```bibtex
 @misc{alemneh2025splademini,
  author = {Yosef Worku Alemneh},