updated readme and added image

README.md

@@ -470,11 +470,8 @@ configs:
 ## Overview
 LlamaLens is a specialized multilingual LLM designed for analyzing news and social media content. It focuses on 19 NLP tasks, leveraging 52 datasets across Arabic, English, and Hindi.
 
-<p align="center">
-<picture>
-<img width="352" alt="capablities_tasks_datasets" src="https://github.com/user-attachments/assets/23bbb62b-0983-4df7-9d6b-64bef777e11c">
-</picture>
-</p>
+
+<p align="center"> <img src="./capablities_tasks_datasets.png" style="width: 40%;" id="title-icon"> </p>
 
 ## LlamaLens
 This repo includes scripts needed to run our full pipeline, including data preprocessing and sampling, instruction dataset creation, model fine-tuning, inference and evaluation.
@@ -553,8 +550,9 @@ Each JSONL file in the dataset follows a structured format with the following fi
 
 ## 📢 Citation
 
-If you use this dataset, please cite our paper:
+If you use this dataset, please cite our [paper](https://arxiv.org/pdf/2410.15308):
 
+```
 @article{kmainasi2024llamalensspecializedmultilingualllm,
   title={LlamaLens: Specialized Multilingual LLM for Analyzing News and Social Media Content},
   author={Mohamed Bayan Kmainasi and Ali Ezzat Shahroor and Maram Hasanain and Sahinur Rahman Laskar and Naeemul Hassan and Firoj Alam},
@@ -568,3 +566,4 @@ If you use this dataset, please cite our paper:
   archivePrefix={arXiv},
   primaryClass={cs.CL}
 }
+```