Update README.md

README.md

@@ -9,4 +9,46 @@ metrics:
 base_model:
 - Qwen/Qwen3-14B-Base
 pipeline_tag: text-generation
----
+---
+# [MegaScience: Pushing the Frontiers of Post-Training Datasets for Science Reasoning](https://arxiv.org/abs/xxx)
+
+## Qwen3-14B-MegaScience
+
+### Training Recipe
+
+- **LR**: 5e-6
+- **LR Schedule**: Cosine
+- **Batch Size**: 512
+- **Max Length**: 4,096
+- **Warm Up Ratio**: 0.05
+- **Epochs**: 3
+
+### Evaluation Results
+
+<div style="display: flex; justify-content: left; gap: 20px;">
+<img src="https://cdn-uploads.huggingface.co/production/uploads/616bfc2b40e2f69baa1c7add/abIVZ2XB9D-o-TCyvOkDE.png" alt="Data Pipeline" style="width:80%;">
+</div>
+
+<div style="display: flex; justify-content: left; gap: 20px;">
+<img src="https://cdn-uploads.huggingface.co/production/uploads/616bfc2b40e2f69baa1c7add/xFTJ7nevc3S4UYJxUS7ue.png" alt="Data Pipeline" style="width:80%;">
+</div>
+
+### More about MegaScience
+
+<div style="display: flex; justify-content: left; gap: 20px;">
+<img src="https://cdn-uploads.huggingface.co/production/uploads/616bfc2b40e2f69baa1c7add/VogIpBbjfNxXFP9DfVMms.png" alt="Data Pipeline" style="width:100%;">
+</div>
+
+## Citation
+
+Check out our [paper](https://arxiv.org/abs/xxx) for more details. If you use our dataset or find our work useful, please cite
+
+```
+@article{fan2025megascience,
+  title={MegaScience: Pushing the Frontiers of Post-Training Datasets for Science Reasoning},
+  author={Fan, Run-Ze and Wang, Zengzhi and Liu, Pengfei},
+  year={2025},
+  journal={arXiv preprint arXiv:xxx},
+  url={https://arxiv.org/abs/xxx}
+}
+```