updated readme

README.md

@@ -50,8 +50,8 @@ dataset_info:
   dataset_size: 223640733.307
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 # Prop2Hate-Meme
-This repo contains the *Arabic* propaganda dataset (**Prop2Hate-Meme**).
 
+This repository presents the first *Arabic* **Prop2Hate-Meme** dataset which explore the intersection of propaganda and hate in memes using a multi-agent LLM-based framework. We extend an existing propagandistic meme dataset by annotating it with fine- and coarse-grained hate speech labels, and provide baseline experiments to support future research.
 
 ![License](https://img.shields.io/badge/license-CC--BY--NC--SA-blue) [![Paper](https://img.shields.io/badge/Paper-Download%20PDF-green)](https://arxiv.org/pdf/2409.07246)
 
@@ -64,6 +64,7 @@ This repo contains the *Arabic* propaganda dataset (**Prop2Hate-Meme**).
 ## Dataset
 We adopted the ArMeme dataset for both fine- and coarse-grained hatefulness categorization. We preserved the original train, development, and test splits. While ArMeme was initially annotated with four labels, for this study we retained only the memes labeled as propaganda and not_propaganda. These were subsequently re-annotated with hatefulness categories. The data distribution is provided below.
 
+
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 ### 📊 Dataset Statistics
@@ -148,6 +149,9 @@ We adopted the ArMeme dataset for both fine- and coarse-grained hatefulness cate
 
 ---
 
+## Experimental Scripts
+Please find the experimental scripts here: [https://github.com/firojalam/propaganda-and-hateful-memes.git](https://github.com/firojalam/propaganda-and-hateful-memes.git)
+
 
 ## Licensing
 
@@ -156,6 +160,7 @@ This dataset is licensed under CC BY-NC-SA 4.0. To view a copy of this license,
 ## Citation
 If you use our dataset in a scientific publication, we would appreciate using the following citations:
 
+[![Paper](https://img.shields.io/badge/Paper-Download%20PDF-green)](https://arxiv.org/pdf/2409.07246)
 
 ```
 @inproceedings{alam2024propaganda,