diff --git a/README.md b/README.md
index 744788f..8116aaf 100644
--- a/README.md
+++ b/README.md
@@ -1,29 +1,22 @@
-# NSVD
+<div align="center">
+<h1> Neuro-Symbolic Visual Dialog </h1>
 
-This repository contains the official code of the paper:
+**[Adnen Abdessaied][1], &nbsp; [Mihai Bâce][2], &nbsp; [Andreas Bulling][3]** <br>
 
-## Neuro-Symbolic Visual Dialog [[PDF](https://perceptualui.org/publications/abdessaied22_coling.pdf)]
-
-[Adnen Abdessaied](https://adnenabdessaied.de), [Mihai Bace](https://perceptualui.org/people/bace/), [Andreas Bulling](https://perceptualui.org/people/bulling/)  
-International Conferenc on Computational Linguistics (COLING), 2022 / Gyeongju, Republic of Korea :kr:
-
-:loudspeaker: **Oral Presentation** :loudspeaker:
+**Published at [COLING 2022][4] :kr: [[Paper][5]]** <br>
+:loudspeaker: **Oral Presentation** :loudspeaker:  
+</div>
 
+# Citation 
 If you find our code useful or use it in your own projects, please cite our paper:
 
-```
+```bibtex
 @inproceedings{abdessaied22_coling,
   author = {Abdessaied, Adnen and Bâce, Mihai and Bulling, Andreas},
   title = {{Neuro-Symbolic Visual Dialog}},
-  booktitle = {Proceedings of the 29th International Conference on Computational Linguistics (COLING)},
+  booktitle = {COLING},
   year = {2022},
-  pages = {192--217},
-  month = {oct},
-  year = {2022},
-  address = {Gyeongju, Republic of Korea},
-  publisher = {International Committee on Computational Linguistics},
   url = {https://aclanthology.org/2022.coling-1.17},
-  pages = "192--217",
 }
 ```
 
@@ -81,13 +74,13 @@ cd preprocess_dialogs
 
 For the stack encoder, execute
 
-```python
+```bash
 python preprocess.py --input_dialogs_json <path_to_raw_dialog_file> --input_vocab_json '' --output_vocab_json <path_where_to_save_the_vocab> --output_h5_file <path_of_the_output_file> --split <train/val/test> --mode stack
 ```
 
 For the concat encoder, execute
 
-```python
+```bash
 python preprocess.py --input_dialogs_json <path_to_raw_dialog_file> --input_vocab_json '' --output_vocab_json <path_where_to_save_the_vocab> --output_h5_file <path_of_the_output_file> --split <train/val/test> --mode concat
 ```
 
@@ -103,7 +96,7 @@ cd ../prog_generator
 
 To train the caption parser, execute
 
-```python
+```bash
 python train_caption_parser.py --mode train --run_dir <experiment_dir> --res_path <path_to_store_results> --dataPathTr <path_to_preprocessed_training_data> --dataPathVal <path_to_preprocessed_val_data> --dataPathTest <path_to_preprocessed_test_data> --vocab_path <path_where_to_save_the_vocab>
 ```
 
@@ -111,13 +104,13 @@ python train_caption_parser.py --mode train --run_dir <experiment_dir> --res_pat
 
 To train the question program parser with the stack encoder, execute
 
-```python
+```bash
 python train_question_parser.py --mode train --run_dir <experiment_dir> --text_log_dir <log_dir_path> --dataPathTr <path_to_preprocessed_training_data> --dataPathVal <path_to_preprocessed_val_data> --dataPathTest <path_to_preprocessed_test_data> --scenePath <path_to_derendered_scenes> --vocab_path <path_where_to_save_the_vocab> --encoder_type 2
 ```
 
 To train the question program parser with the concat encoder, execute
 
-```python
+```bash
 python train_question_parser.py --mode train --run_dir <experiment_dir> --text_log_dir <log_dir_path> --dataPathTr <path_to_preprocessed_training_data> --dataPathVal <path_to_preprocessed_val_data> --dataPathTest <path_to_preprocessed_test_data> --scenePath <path_to_derendered_scenes> --vocab_path <path_where_to_save_the_vocab> --encoder_type 1
 ```
 
@@ -131,13 +124,13 @@ python train_question_parser.py --mode train --run_dir <experiment_dir> --text_l
 
 To evaluate using the *Hist+GT* scheme, execute
 
-```python
+```bash
 python train_question_parser.py --mode test_with_gt --run_dir <experiment_dir> --text_log_dir <log_dir_path> --dataPathTr <path_to_preprocessed_training_data> --dataPathVal <path_to_preprocessed_val_data> --dataPathTest <path_to_preprocessed_test_data> --scenePath <path_to_derendered_scenes> --vocab_path <path_where_to_save_the_vocab> --encoder_type <1/2> --questionNetPath <path_to_pretrained_question_parser> --captionNetPath <path_to_pretrained_caption_parser> --dialogLen <total_number_of_dialog_rounds> --last_n_rounds <number_of_last_rounds_to_considered_in_history>
 ```
 
 To evaluate using the *Hist+Pred* scheme, execute
 
-```python
+```bash
 python train_question_parser.py --mode test_with_pred --run_dir <experiment_dir> --text_log_dir <log_dir_path> --dataPathTr <path_to_preprocessed_training_data> --dataPathVal <path_to_preprocessed_val_data> --dataPathTest <path_to_preprocessed_test_data> --scenePath <path_to_derendered_scenes> --vocab_path <path_where_to_save_the_vocab> --encoder_type <1/2> --questionNetPath <path_to_pretrained_question_parser> --captionNetPath <path_to_pretrained_caption_parser> --dialogLen <total_number_of_dialog_rounds> --last_n_rounds <number_of_last_rounds_to_considered_in_history>
 ```
 
@@ -175,6 +168,12 @@ We thank [Ahmed Shah](https://www.linkedin.com/in/mahmedshah/) for his MAC-XXX i
 
 # Contributors
 
-- [Adnen Abdessaied](https://adnenabdessaied.de)
+- [Adnen Abdessaied][1]
 
 For any questions or enquiries, don't hesitate to contact the above contributor.
+
+[1]: https://adnenabdessaied.de
+[2]: https://perceptualui.org/people/bace/
+[3]: https://perceptualui.org/people/bulling/
+[4]: https://coling2022.org/
+[5]: https://aclanthology.org/2022.coling-1.17.pdf
\ No newline at end of file