Update paper links and remove misleading `library_name` tag

README.md

@@ -3,15 +3,14 @@ datasets:
 - chaofengc/IQA-PyTorch-Datasets
 language:
 - en
-library_name: transformers
-pipeline_tag: image-text-to-text
 license: apache-2.0
+pipeline_tag: image-text-to-text
 ---
 
-![Python](https://img.shields.io/badge/python-3.10-blue) ![HuggingFace](https://img.shields.io/badge/hub-checkpoints-orange) [![arXiv](https://img.shields.io/badge/arXiv-2509.03494-lightgrey)](https://arxiv.org/abs/2509.03494)
+![Python](https://img.shields.io/badge/python-3.10-blue) ![HuggingFace](https://img.shields.io/badge/hub-checkpoints-orange) [![arXiv](https://img.shields.io/badge/arXiv-2509.03494-lightgrey)](https://huggingface.co/papers/2509.03494)
 
 # Visual Prompt Checkpoints for NR-IQA
-🔬 **Paper**: [Parameter-Efficient Adaptation of mPLUG-Owl2 via Pixel-Level Visual Prompts for NR-IQA](https://arxiv.org/abs/2509.03494)
+🔬 **Paper**: [Parameter-Efficient Adaptation of mPLUG-Owl2 via Pixel-Level Visual Prompts for NR-IQA](https://huggingface.co/papers/2509.03494)
 💻 **Code**: [GitHub Repository](https://github.com/yahya-ben/mplug2-vp-for-nriqa)
 
 ## Abstract