Update README.md

README.md

@@ -253,6 +253,8 @@ You can finetune this model on your own dataset.
 
 ## Training Details
 
+<details><summary>Click to expand</summary>
+
 ### Training Dataset
 
 #### Unnamed Dataset
@@ -456,6 +458,7 @@ You can finetune this model on your own dataset.
 | 3.7657 | 9000 | -             | 0.1922          | -        |
 | 0      | 0    | -             | -               | 0.9754   |
 
+</details>
 
 ### Framework Versions
 - Python: 3.11.12
@@ -470,28 +473,12 @@ You can finetune this model on your own dataset.
 
 ## 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"
-}
 ```
-
-#### PyLate
-```bibtex
-@misc{PyLate,
-title={PyLate: Flexible Training and Retrieval for Late Interaction Models},
-author={Chaffin, Antoine and Sourty, Raphaël},
-url={https://github.com/lightonai/pylate},
-year={2024}
+@inproceedings{mekonnen2025amharic,
+  title={Optimized Text Embedding Models and Benchmarks for Amharic Passage Retrieval},
+  author={Kidist Amde Mekonnen, Yosef Worku Alemneh, Maarten de Rijke },
+  booktitle={Findings of ACL},
+  year={2025}
 }
 ```