Updated ReadMe metadata

README.md

@@ -1,41 +1,46 @@
-# Machine Translation (MT) Models
-
-This repository hosts two machine translation models that translate Maltese sentences to English.
-
-## Models
-
-### Model 1: 
-This model is sourced from [Kurt Abela's MSc Thesis repository](https://github.com/kurtabela/MSc-Thesis). If you utilize this model, kindly acknowledge it by citing the following:
-
-```
-@mastersthesis{kurt-abela-thesis,
-  title={Machine Translation System for Low Resource Languages},
-  author={Kurt Abela},
-  school={University of Malta},
-  address={Malta},
-  year={2023},
-}
-```
-
-### Model 2:
-The second model is the machine translation model used for the iWSLT 2023 shared task submission. For citation purposes, please use:
-
-```
-@inproceedings{williams2023dfki,
-  title={UM-DFKI Maltese Speech Translation},
-  author={Williams, Aiden and Abela, Kurt and Kumar, Rishu and B{\"a}r, Martin and Billinghurst, Hannah and Micallef, Kurt and Samin, Ahnaf Mozib and DeMarco, Andrea and van der Plas, Lonneke and Borg, Claudia},
-  booktitle={Proceedings of the 20th International Conference on Spoken Language Translation (IWSLT 2023)},
-  pages={433--441},
-  year={2023}
-}
-```
-
-## How to Use
-
-All models are [Fairseq](https://github.com/facebookresearch/fairseq) models. Each directory contains the best checkpoint (in the ./checkpoints/mt_en directory). The dictionaries are kept in the ./data_out/mt_en directory. The sentencepiece model and vocabulary can be found in the ./models/mt_en directory.
-
-To use the models, we guide users to the [Fairseq documentation](https://fairseq.readthedocs.io/en/latest/getting_started.html).
-
-## Contact
-
-For any inquiries or issues regarding the models, feel free to [contact us](mailto:kurt.abela@um.edu.mt).
+---
+language:
+- mt
+- en
+---
+# Machine Translation (MT) Models
+
+This repository hosts two machine translation models that translate Maltese sentences to English.
+
+## Models
+
+### Model 1: 
+This model is sourced from [Kurt Abela's MSc Thesis repository](https://github.com/kurtabela/MSc-Thesis). If you utilize this model, kindly acknowledge it by citing the following:
+
+```
+@mastersthesis{kurt-abela-thesis,
+  title={Machine Translation System for Low Resource Languages},
+  author={Kurt Abela},
+  school={University of Malta},
+  address={Malta},
+  year={2023},
+}
+```
+
+### Model 2:
+The second model is the machine translation model used for the iWSLT 2023 shared task submission. For citation purposes, please use:
+
+```
+@inproceedings{williams2023dfki,
+  title={UM-DFKI Maltese Speech Translation},
+  author={Williams, Aiden and Abela, Kurt and Kumar, Rishu and B{\"a}r, Martin and Billinghurst, Hannah and Micallef, Kurt and Samin, Ahnaf Mozib and DeMarco, Andrea and van der Plas, Lonneke and Borg, Claudia},
+  booktitle={Proceedings of the 20th International Conference on Spoken Language Translation (IWSLT 2023)},
+  pages={433--441},
+  year={2023}
+}
+```
+
+## How to Use
+
+All models are [Fairseq](https://github.com/facebookresearch/fairseq) models. Each directory contains the best checkpoint (in the ./checkpoints/mt_en directory). The dictionaries are kept in the ./data_out/mt_en directory. The sentencepiece model and vocabulary can be found in the ./models/mt_en directory.
+
+To use the models, we guide users to the [Fairseq documentation](https://fairseq.readthedocs.io/en/latest/getting_started.html).
+
+## Contact
+
+For any inquiries or issues regarding the models, feel free to [contact us](mailto:kurt.abela@um.edu.mt).