Update paper link in README.md

README.md

@@ -3,7 +3,7 @@ license: cc-by-4.0
 ---
 
 
-## Prompt-based learning for Lexical Simplification: prompt-ls-en-2 
+## UoM&MMU at TSAR-2022 Shared Task - Prompt Learning for Lexical Simplification: prompt-ls-en-2 
 
 We present **PromptLS**, a method for fine-tuning large pre-trained masked language models to perform the task of Lexical Simplification.
 This model is part of a series of models presented at the [TSAR-2022 Shared Task](https://taln.upf.edu/pages/tsar2022-st/) 
@@ -32,7 +32,7 @@ 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 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).
+You can find more details in our [paper](https://drive.google.com/file/d/1x5dRxgcSGAaCCrjsgpCHnYek9G-TmZff/view?usp=share_link).
 
 | Language   | # | Model | Setting      | Prompt1 | Prompt2 | w | k | Acc@1 | A@3 | M@3 | P@3         |
 |------------|---|-------|--------------|---------|---------|---|---|-------|-----|-----|-------------|
@@ -50,11 +50,11 @@ You can find more details in our [paper](https://drive.google.com/file/d/10nOMKu
 ## Citation
 
 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)". 
+"[UoM&MMU at TSAR-2022 Shared Task: Prompt Learning for Lexical Simplification](https://drive.google.com/file/d/1x5dRxgcSGAaCCrjsgpCHnYek9G-TmZff/view?usp=share_link)". 
 
 ```
 @inproceedings{vasquez-rodriguez-etal-2022-prompt-ls,
-    title = "UoM\&MMU at TSAR-2022 Shared Task — PromptLS: Prompt Learning for Lexical Simplification",
+    title = "UoM\&MMU at TSAR-2022 Shared Task: Prompt Learning for Lexical Simplification",
     author = "V{\'a}squez-Rodr{\'\i}guez, Laura  and
       Nguyen, Nhung T. H. and
       Shardlow, Matthew and
@@ -63,4 +63,4 @@ If you use our results and scripts in your research, please cite our work:
     month = dec,
     year = "2022",
 }
-```
+```