Add paper link, project page, and task category

README.md

@@ -23,4 +23,44 @@ configs:
     path: data/train-*
   - split: dev
     path: data/dev-*
+language:
+- en
+task_categories:
+- text-classification
+tags:
+- medical
+- triage
 ---
+---
+
+# PMR-Bench
+
+[**Project Page**](https://tinyurl.com/Patient-Message-Triage) | [**Paper**](https://huggingface.co/papers/2601.13178)
+
+PMR-Bench (Patient Message Ranking Benchmark) is a large-scale public dataset designed for studying medical triage in the context of asynchronous outpatient portal messages. The benchmark formulates triage as a pairwise inference problem, where models are tasked with determining which of two patient messages is more medically urgent.
+
+## Dataset Summary
+
+The dataset contains 1,569 unique messages and over 2,000 high-quality test pairs for pairwise medical urgency assessment. It emulates real-world medical triage scenarios by including:
+- **Unstructured patient-written messages**: Direct communication from patients.
+- **Electronic Health Record (EHR) data**: Real medical context provided alongside messages.
+- **Expert Guidance**: Automated data annotation strategies that provide in-domain guidance for training LLMs.
+
+The dataset was used to develop and evaluate models like **UrgentReward** and **UrgentSFT**, which outperform standard large language models in sorting physician inboxes by urgency.
+
+## Task Description
+
+The primary task involves a head-to-head tournament-style re-sort of a physician's inbox. Given a pair of messages, the model must predict which one requires more immediate medical attention.
+
+## Citation
+
+If you use this dataset in your research, please cite:
+
+```bibtex
+@article{gatto2026medical,
+  title={Medical Triage as Pairwise Ranking: A Benchmark for Urgency in Patient Portal Messages},
+  author={Gatto, Joseph and Seegmiller, Parker and Burdick, Timothy and Resnik, Philip and Rahat, Roshnik and DeLozier, Sarah and Preum, Sarah M.},
+  journal={arXiv preprint arXiv:2601.13178},
+  year={2026}
+}
+```