Update dataset card with paper link, GitHub link, and metadata

README.md

@@ -1,16 +1,22 @@
 ---
+license: mit
+task_categories:
+- text-generation
 tags:
 - protein-sequence-generation
 - bioinformatics
 - pfam
 - ancestral-sequence-reconstruction
 - protein-family
-license: other
 ---
 
 # LineageFlow Pfam Assets
 
-This dataset contains the preprocessed Pfam assets used by the released LineageFlow inference pipeline.
+This dataset contains the preprocessed Pfam assets used by the released LineageFlow inference pipeline, as presented in the paper [LineageFlow: Flow Matching for High-Fidelity Family-Aware Protein Sequence Generation](https://huggingface.co/papers/2605.22252).
+
+**Resources:**
+- **Paper:** [https://huggingface.co/papers/2605.22252](https://huggingface.co/papers/2605.22252)
+- **GitHub:** [https://github.com/Jinx-byebye/LineageFlow](https://github.com/Jinx-byebye/LineageFlow)
 
 ## Contents
 
@@ -22,14 +28,27 @@ This dataset contains the preprocessed Pfam assets used by the released LineageF
 
 ## Usage
 
+You can download the preprocessed Pfam assets using the Hugging Face CLI:
+
 ```bash
 hf download jinxbye/LineageFlow-assets \
   --repo-type dataset \
   --local-dir dataset
 ```
 
-The inference scripts expect these assets under `dataset/` by default. All paths can be overridden from the command line.
+The inference scripts in the GitHub repository expect these assets under `dataset/` by default. All paths can be overridden from the command line.
+
+## Citation
+
+```bibtex
+@inproceedings{liang2026lineageflow,
+  title     = {LineageFlow: Flow Matching for High-Fidelity Family-Aware Protein Sequence Generation},
+  author    = {Liang, Langzhang and Yang, Ming and Feng, Yi and Li, Junfan and Pan, Shirui and Xu, Yinghui and Ying, Tianlei and Zheng, Yizhen and Xu, Zenglin},
+  booktitle = {Proceedings of the 43rd International Conference on Machine Learning},
+  year      = {2026}
+}
+```
 
 ## Notes
 
-These files are preprocessed from Pfam family alignments. Please follow the license and usage terms of the original Pfam resource when using the data.
+These files are preprocessed from Pfam family alignments. Please follow the license and usage terms of the original Pfam resource when using the data.