Update README

README-ZH.md

@@ -425,11 +425,34 @@ CSV 路径完全绕过 `dataset_metadata`。要把行与提示模板配对，要
 
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-## 11. 联系与贡献
+## 11. 联系与合作
 
-欢迎 issue、schema 反馈与歧义报告。若某行的 ground truth 已变更，或题面变得有歧义，请到对应仓库开 issue：
+如有代码使用、数据集构建、复现问题等，欢迎直接联系项目开发者：
+- **马一丁**：[yidingma@bupt.edu.cn](mailto:yidingma@bupt.edu.cn)
+- **阮承沄**：[ruanchengyun815@bupt.edu.cn](mailto:ruanchengyun815@bupt.edu.cn)
 
-* 数据集：[Hugging Face 上的 `MaYiding/OracleProto`](https://huggingface.co/datasets/MaYiding/OracleProto/discussions)，用于行级问题、歧义报告与标签争议。
-* 代码仓库：[GitHub 上的 `MaYiding/OracleProto`](https://github.com/MaYiding/OracleProto/issues)，用于反馈 evaluator、parser 或 harness 的行为问题。
+如需联合研究、数据与评测基准共建、论文合作等，请联系课题负责人：
+- **黄凯博**（通讯作者）：[huangkaibo@bupt.edu.cn](mailto:huangkaibo@bupt.edu.cn)
+- **杨忠良**（通讯作者）：[yangzl@bupt.edu.cn](mailto:yangzl@bupt.edu.cn)
 
-行级报告应包含 `id`、被争议的题面，以及在条件允许时附上的一手来源；这是 curation 流水线在下一版更新该行所需的输入。
+---
+
+## 12. 论文
+
+查看我们的论文：[arXiv](http://arxiv.org/abs/2605.03762)
+
+---
+## 13. 引用
+
+如果您在研究中使用了本项目，请引用我们的论文：
+
+```
+@article{OracleProto,
+  title={OracleProto: A Reproducible Framework for Benchmarking LLM Native Forecasting via Knowledge Cutoff and Temporal Masking},
+  author={Yiding Ma, Chengyun Ruan, Kaibo Huang, Zhongliang Yang, Linna Zhou},
+  journal={arXiv preprint arXiv:2605.03762},
+  year={2026}
+}
+```
+
+---

README.md

@@ -447,11 +447,35 @@ Released under the **MIT License** (see `LICENSE`). The upstream questions origi
 
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-## 11. Contact and contributions
+## 11. Contact
 
-Issues, schema feedback, and ambiguity reports are welcome. If a row's ground truth has changed, or its framing has become ambiguous, open an issue in the relevant repository:
+For questions about code usage, dataset construction, or reproducing results, please reach out to the developers directly:
+- **Yiding Ma**: [yidingma@bupt.edu.cn](mailto:yidingma@bupt.edu.cn)
+- **Chengyun Ruan**: [ruanchengyun815@bupt.edu.cn](mailto:ruanchengyun815@bupt.edu.cn)
 
-* Dataset: [`MaYiding/OracleProto` on Hugging Face](https://huggingface.co/datasets/MaYiding/OracleProto/discussions) for row-level questions, ambiguity reports, and label disputes.
-* Code: [`MaYiding/OracleProto` on GitHub](https://github.com/MaYiding/OracleProto/issues) for evaluator, parser, or harness behaviour.
+For joint research, dataset and benchmark co-development, or paper collaboration, please contact the principal investigators:
+- **Kaibo Huang** (corresponding author): [huangkaibo@bupt.edu.cn](mailto:huangkaibo@bupt.edu.cn)
+- **Zhongliang Yang** (corresponding author): [yangzl@bupt.edu.cn](mailto:yangzl@bupt.edu.cn)
 
-Row-level reports should include the `id`, the disputed framing, and, where available, a primary source; these are the inputs the curation pipeline needs to update the row in the next release.
+---
+
+## 12. Paper
+
+View Our Paper: [arXiv](http://arxiv.org/abs/2605.03762)
+
+---
+
+## 13. Citation
+
+If you use this project in your research, please cite our paper:
+
+```
+@article{OracleProto,
+  title={OracleProto: A Reproducible Framework for Benchmarking LLM Native Forecasting via Knowledge Cutoff and Temporal Masking},
+  author={Yiding Ma, Chengyun Ruan, Kaibo Huang, Zhongliang Yang, Linna Zhou},
+  journal={arXiv preprint arXiv:2605.03762},
+  year={2026}
+}
+```
+
+---