This PR enhances the model card for **UniREdit-Bagel**, which is associated with the paper [UniREditBench: A Unified Reasoning-based Image Editing Benchmark](https://arxiv.org/abs/2511.01295).
Changes include:
- Adding `pipeline_tag: image-to-image` to correctly categorize the model for image editing tasks on the Hugging Face Hub.
- Specifying `library_name: transformers` as the model uses components compatible with the Hugging Face `transformers` library (e.g., `Qwen2Tokenizer`, `Qwen2ForCausalLM` architectures found in config files, and `transformers_version`).
- Adding explicit links to the project page and the GitHub repository.
- Integrating a descriptive introduction, key highlights, and relevant images from the GitHub README.
- Including a sample usage section with the inference code snippet directly from the GitHub README to provide immediate guidance.
- Adding the correct BibTeX citation and contact information.
Please review and merge these improvements to enhan…