update

README.md

@@ -12,17 +12,14 @@ tags:
 
 [![arXiv](https://img.shields.io/badge/arXiv-2511.22242-b31b1b.svg)](https://arxiv.org/abs/2511.22242)
 
+## About
+This repository contains the models and configuration for our paper **[Rethinking Test Time Scaling for Flow-Matching Generative Models](https://arxiv.org/abs/2511.22242)**.
 
-Qualitative Outcomes using our method with Flux1.dev:
-![Example](doc/dog_knife.png)
-![Example2](doc/someresults.png)
-
-
-## Introduction
 ![Motivation](doc/motivation_plot.png)
 
+## Qualitative examples using Flux1.dev:
+![Example](doc/dog_knife.png)
+![Example2](doc/someresults.png)
 
-## About
-This repository contains the models and configuration for our paper **[Rethinking Test Time Scaling for Flow-Matching Generative Models](https://arxiv.org/abs/2511.22242)**.
-
+## Citation
 If you find this work useful, please consider citing our arXiv preprint.