Update citations and paper in README.md

README.md

@@ -30,8 +30,8 @@ For the zero-shot setting, we used the original models with no further training.
 
 ## Results
 
-We include the [official results](https://github.com/LaSTUS-TALN-UPF/TSAR-2022-Shared-Task/tree/main/results/official) from the competition test set as a reference. However, we encourage the users to also check our results in development, which show an increased performance for Spanish and Portuguese. 
-You can find more details in our [paper]().
+We include the [official results](https://github.com/LaSTUS-TALN-UPF/TSAR-2022-Shared-Task/tree/main/results/official) from the competition test set as a reference. However, we encourage the users to also check our results in the development set, which show an increased performance for Spanish and Portuguese. 
+You can find more details in our [paper](https://drive.google.com/file/d/10nOMKuM62khIfRea8-XHdG6jsyMXsZtP/view?usp=share_link).
 
 | Language   | # | Model | Setting      | Prompt1 | Prompt2 | w | k | Acc@1 | A@3 | M@3 | P@3         |
 |------------|---|-------|--------------|---------|---------|---|---|-------|-----|-----|-------------|
@@ -48,12 +48,13 @@ You can find more details in our [paper]().
 
 ## Citation
 
-If you use our results and scripts in your research, please cite our work: "[UoM&MMU at TSAR-2022 Shared Task]()" (to be published) 
+If you use our results and scripts in your research, please cite our work: 
+"[UoM&MMU at TSAR-2022 Shared Task — PromptLS: Prompt Learning for Lexical Simplification](https://drive.google.com/file/d/10nOMKuM62khIfRea8-XHdG6jsyMXsZtP/view?usp=share_link)". 
 
 ```
 @inproceedings{vasquez-rodriguez-etal-2022-prompt-ls,
-    title = "UoM|MMU at TSAR-2022 Shared Task",
-    author = "V{|'a}squez-Rodr{|'|i}guez, Laura  and
+    title = "UoM\&MMU at TSAR-2022 Shared Task — PromptLS: Prompt Learning for Lexical Simplification",
+    author = "V{\'a}squez-Rodr{\'\i}guez, Laura  and
       Nguyen, Nhung T. H. and
       Shardlow, Matthew and
       Ananiadou, Sophia",