Add link to paper and code, improve model card structure

Hi! I'm Niels from the Hugging Face community team.

This PR improves the model card for **FireRed-Image-Edit-1.0-Lightning** by adding links to the technical report, the official GitHub repository, and the Gradio demo. Providing these links makes it easier for users and researchers to find the source code and technical details. I have also added the citation information and ensured the `diffusers` usage snippet is correctly formatted.

README.md

@@ -1,24 +1,37 @@
 ---
-license: apache-2.0
+base_model:
+- FireRedTeam/FireRed-Image-Edit-1.0
 language:
 - en
 - zh
-base_model:
-- FireRedTeam/FireRed-Image-Edit-1.0
+library_name: diffusers
+license: apache-2.0
 pipeline_tag: image-to-image
 tags:
 - FireRed-Image-Edit-1.0
 - distillation
 - LoRA
-library_name: diffusers
 ---
 
-Please refer to [FireRed-Image-Edit-1.0](https://huggingface.co/FireRedTeam/FireRed-Image-Edit-1.0) to learn how to use the distilled edit lora.
+# FireRed-Image-Edit-1.0-Lightning
+
+This repository contains the distilled "Lightning" LoRA weights for [FireRed-Image-Edit-1.0](https://huggingface.co/FireRedTeam/FireRed-Image-Edit-1.0), enabling fast, high-quality instruction-based image editing in just 8 steps. 
+
+For more technical details, please refer to the [FireRed-Image-Edit-1.0 Technical Report](https://huggingface.co/papers/2602.13344).
 
-use with diffusers 🧨:
+- **Project Page:** [FireRed-Image-Edit-1.0 Space](https://huggingface.co/spaces/FireRedTeam/FireRed-Image-Edit-1.0)
+- **Repository:** [FireRedTeam/FireRed-Image-Edit](https://github.com/FireRedTeam/FireRed-Image-Edit)
+- **Paper:** [FireRed-Image-Edit-1.0 Technical Report](https://huggingface.co/papers/2602.13344)
 
-make sure to install diffusers from `main` (`pip install git+https://github.com/huggingface/diffusers.git`)
+## Use with diffusers 🧨
+
+To use this distilled LoRA, make sure to install `diffusers` from `main`:
+
+```bash
+pip install git+https://github.com/huggingface/diffusers.git
 ```
+
+```python
 from diffusers import QwenImageEditPlusPipeline
 import torch 
 from PIL import Image
@@ -26,8 +39,11 @@ from PIL import Image
 pipe = QwenImageEditPlusPipeline.from_pretrained(
     "FireRedTeam/FireRed-Image-Edit-1.0", torch_dtype=torch.bfloat16,
 ).to("cuda")
+
+# Load the distilled Lightning LoRA weights
 pipe.load_lora_weights(
-    "FireRedTeam/FireRed-Image-Edit-1.0-Lightning", weight_name="FireRed-Image-Edit-1.0-Lightning-8steps-v1.0.safetensors"
+    "FireRedTeam/FireRed-Image-Edit-1.0-Lightning", 
+    weight_name="FireRed-Image-Edit-1.0-Lightning-8steps-v1.0.safetensors"
 )
 
 prompt = "在书本封面Python的下方，添加一行英文文字2nd Edition"
@@ -41,7 +57,23 @@ image = pipe(
     width = None,
     num_inference_steps = 8,
     generator=torch.manual_seed(0),
-    true_cfg_scale=1.0,  # 不使用标准 CFG
+    true_cfg_scale=1.0,  # Do not use standard CFG for Lightning LoRA
 ).images[0]
+
 image.save("firered_image_edit_fewsteps.png")
+```
+
+## Citation
+
+If you find this work useful, please consider citing:
+
+```bibtex
+@article{firered2026rededit,
+      title={FireRed-Image-Edit-1.0 Technical Report}, 
+      author={Super Intelligence Team},
+      year={2026},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/2602.13344}, 
+}
 ```