Update README.md

README.md

@@ -1,14 +1,14 @@
 ---
 license: mit
 language:
-- en
+  - en
 tags:
-- biology
-- single-cell
-- scFM
-- Drosophila
-- foundation-model
-- cell-type-annotation
+  - biology
+  - single-cell
+  - scFM
+  - Drosophila
+  - foundation-model
+  - cell-type-annotation
 ---
 
 <div align="start">
@@ -17,18 +17,34 @@ tags:
 </div>
 
 **Lemur** is a single-cell foundation model developed specifically for *Drosophila melanogaster*. It achieves fine-tuning-free cell-type annotation using two key innovations:
-  
+
 - **Comprehensive Pre-training:** Trained on an integrated whole-organism atlas with a unified cell-type annotation schema.
 - **Hierarchical Decoding:** Employs a transformer-based hierarchical cell-type decoder to generate consistent predictions at multiple levels of granularity.
 
-### Highlights
+### Highlights ⚡️
+
 - **Fine-Tuning-Free Annotation:** No extra training required on new datasets.
 - **Robust Across Conditions:** Consistent performance across various tissue types, experimental conditions, and sequencing platforms.
 - **Zero-Shot Batch-Effect Correction:** Automatically corrects batch effects without further adjustments.
 - **Broad Applications:** Tailored for the fly research community with potential implications for aging and neurodegenerative disease studies in humans.
 
-### Status & Availability
-- **Model Weights:** Available now on the Hugging Face Hub.
-- **Code:** Will be made public alongside our preprint 📄.
+### Status & Availability 🚀
+
+- **Model Weights:** Available now on the Hugging Face Hub 🏋🏻‍♂️.
+- **Code:** Soon to be released. Stay tuned! 🔥👀
+
+### Publication & Citation 📚🔗
+
+We're excited to share our manuscript, *Lemur: A Single-Cell Foundation Model with Fine-Tuning-Free Hierarchical Cell-Type Generation for* *Drosophila melanogaster*, which is now available as a preprint on [bioRxiv: 10.1101/123456](https://www.biorxiv.org/content/10.1101/123456)! 🚀✨
+
+If you find our work helpful, please consider citing our preprint as follows:
 
-Happy modeling! 🚀
+```bibtex
+@article{your_citation_key,
+  title={Lemur: A Single-Cell Foundation Model with Fine-Tuning-Free Hierarchical Cell-Type Generation for *Drosophila melanogaster*},
+  author={Doe, John and Smith, Jane and Collaborators},
+  journal={bioRxiv},
+  year={2025},
+  doi={10.1101/123456}
+}
+```