Update README.md

README.md

@@ -6,13 +6,13 @@ language:
 # Ettin Decay Phase Data
 
 [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
-[![Paper](https://img.shields.io/badge/Paper-Coming%20Soon-red)](https://github.com/jhu-clsp/ettin-encoder-vs-decoder)
+[![Paper](https://img.shields.io/badge/Paper-Arxiv-red)](https://arxiv.org/abs/2507.11412)
 [![Models](https://img.shields.io/badge/🤗%20Hugging%20Face-12%20Models-blue)](https://huggingface.co/jhu-clsp)
 [![GitHub](https://img.shields.io/badge/GitHub-Code-black)](https://github.com/jhu-clsp/ettin-encoder-vs-decoder)
 
 > **Phase 3 of 3**: Premium data sources for final training phase (100B tokens) following the ProLong recipe.
 
-This dataset contains the decay phase data used to train all [ETTIN encoder and decoder models](https://huggingface.co/jhu-clsp). This final phase uses **premium data sources** with emphasis on **long-form content** and **educational materials**. The data is provided in **MDS format** ready for use with [Composer](https://github.com/mosaicml/composer) and the [ModernBERT training repository](https://github.com/answerdotai/ModernBERT).
+This dataset contains the decay phase data used to train all [Ettin encoder and decoder models](https://huggingface.co/jhu-clsp). This final phase uses **premium data sources** with emphasis on **long-form content** and **educational materials**. The data is provided in **MDS format** ready for use with [Composer](https://github.com/mosaicml/composer) and the [ModernBERT training repository](https://github.com/answerdotai/ModernBERT).
 
 ## 📊 Data Composition
 
@@ -89,17 +89,19 @@ This decay phase data is also used for **cross-objective training** experiments:
 - **Phase 1**: [Pre-training Data](https://huggingface.co/datasets/jhu-clsp/ettin-pretraining-data) (1.7T tokens)  
 - **Phase 2**: [Mid-training Data](https://huggingface.co/datasets/jhu-clsp/ettin-extension-data) (250B tokens)
 - **Training Order**: [Batch-level Data Order](https://huggingface.co/datasets/jhu-clsp/ettin-data-order)
-- **Paper**: Coming Soon
+- **Paper**: [Arxiv link](https://arxiv.org/abs/2507.11412)
 - **Code**: [GitHub Repository](https://github.com/jhu-clsp/ettin-encoder-vs-decoder)
 
 ## Citation
 
 ```bibtex
-@misc{weller2025seqvsseq,
+@misc{weller2025seqvsseqopen,
       title={Seq vs Seq: An Open Suite of Paired Encoders and Decoders}, 
       author={Orion Weller and Kathryn Ricci and Marc Marone and Antoine Chaffin and Dawn Lawrie and Benjamin Van Durme},
       year={2025},
-      note={Paper coming soon},
-      url={https://github.com/jhu-clsp/ettin-encoder-vs-decoder}, 
+      eprint={2507.11412},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2507.11412}, 
 }
 ```