Update README.md

README.md

@@ -21,15 +21,15 @@ pretty_name: DesignVFR
 
 > **Towards Universal Open-Set Visual Font Recognition via Augmented Synthetic Similarity**  ·  CVPR 2026 Findings
 
-**DesignVFR** is the first large-scale benchmark for **universal open-set Visual Font Recognition (VFR)**. While prior VFR work is limited to closed-set classification on isolated character-level grayscale images, DesignVFR covers font recognition in real-world *universal* scenarios — sentences, complex backgrounds, and artistic effects across **posters, films, slides and vlogs** — and explicitly evaluates the **open-set** regime where unseen fonts keep being added.
+**DesignVFR** is the first large-scale dataset for **universal open-set Visual Font Recognition (VFR)**. While prior VFR work is limited to closed-set classification on isolated character-level grayscale images, DesignVFR covers font recognition in real-world *universal* scenarios — sentences, complex backgrounds, and artistic effects across **posters, films, slides and vlogs** — and explicitly evaluates the **open-set** regime where unseen fonts keep being added.
 
 - 📰 **Paper**: *Towards Universal Open-Set Visual Font Recognition via Augmented Synthetic Similarity* (CVPR 2026 Findings)
-- 💻 **Code (FontVLM)**: *coming soon*
 - 🧩 **Path scheme**: every metadata file uses the `${DATASET_ROOT}` placeholder — set it once, and the dataset is portable across machines.
 
 ## 📰 News
 
 - **[2026.06.17]** 🎉 DesignVFR is now open-sourced on [Hugging Face](https://huggingface.co/datasets/Tunanzzz/DesignVFR)!
+- **[2026.06.17]** 🚀 Code release: training, deployment and evaluation pipelines for [FontVLM](https://github.com/Tunanzzz/FontVLM) are now public.
 
 ## ✨ Highlights