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README.md

@@ -89,7 +89,7 @@ As a comparatively safe (= label preserving) data augmentation strategy, we sele
  
  - ✅ For each sentence, the top 5 paraphrases are kept, using [nucleus/topp](https://fairseq.readthedocs.io/en/latest/command_line_tools.html) as our sampling method, likewise for diversity reasons. 
  
- - 🔥 We test two versions: Generating paraphrases using a lower (0.8) and higher (1.2) **`temperature`**. This hyperparameter determines how *creative* the translation model becomes: higher `temperature` leads to more linguistic variety, lower `temperature` to results closer to the original sentence. 
+ - 🔥 We test two versions: Generating paraphrases using a lower (0.8) and higher (1.2) `temperature`. This hyperparameter determines how *creative* the translation model becomes: higher `temperature` leads to more linguistic variety, lower `temperature` to results closer to the original sentence. 
  
  - 🌈 The diversity of the paraphrases is evaluated via the Longest Common Subsequence [(LCS)](https://docs.python.org/3/library/difflib.html#sequencematcher-objects) score in comparison to their respective original sentence. 
 
@@ -191,18 +191,18 @@ For `<COMMAND>` you must enter one of the commands you find in the list below, w
 
 ## 🏯 Code-Structure <a name="code-structure"></a>
 
-- ⚙️ `requirements.txt`: All necessary modules to install.
-- 📱 `main.py`: Our main code file which does ...
-- 💻 `code`: Here, you can find all code files for our different models and data augmentation methods.
-- 📀 `data`: Find all datasets in this folder.
-    - 🗂️ `original_datasets`: *Semeval_loc*, *Semeval_org*, *Relocar* in their original form.
-    - 🗂️ `backtranslation`: Contains unfiltered generated paraphrases.
-    - 🗂️ `paraphrases`: Contains only filtered paraphrases.
-    - 🗂️ `fused_datasets`: Contains original datasets fused with filtered paraphrases. Ready to be used for training the models.
-- 📝 `documentation`: Contains our organizational data and visualizations.
-    - 🗂️ `organization`: Our research plan, presentation, final reports.
-    - 🗂️ `images`: Contains all relevant visualizations.
-    - 🗂️ `results`: Find tables of our results. 
+- ⚙️ [`requirements.txt`](requirements.txt): All necessary modules to install.
+- 📱 [`main.py`](main.py): Our main code file which does ...
+- 💻 [`Code`](code): Here, you can find all code files for our different models and data augmentation methods.
+- 📀 [`data`](data): Find all datasets in this folder.
+    - 🗂️ [`backtranslations`](data/backtranslations): Contains unfiltered generated paraphrases.
+    - 🗂️ [`fused_datasets`](data/fused_datasets): Contains original datasets fused with filtered paraphrases. Ready to be used for training the models.
+    - 🗂️ [`original_datasets`](data/original_datasets): *Semeval_loc*, *Semeval_org*, *Relocar* in their original form.
+    - 🗂️ [`paraphrases`](data/paraphrases): Contains only filtered paraphrases.
+- 📝 [`documentation`](documentation): Contains our organizational data and visualizations.
+    - 🗂️ [`images`](documentation/images): Contains all relevant visualizations.
+    - 🗂️ [`organization`](documentation/organization): Our research plan, presentation, final reports.
+    - 🗂️ [`results`](documentation/results): Find tables of our results. 
 
 
 ***