Update README.md

README.md

@@ -59,7 +59,7 @@ configs:
 
 **ProgressGym-HistText** is part of the **ProgressGym** framework for research and experimentation on *progress alignment* - the emulation of moral progress in AI alignment algorithms, as a measure to prevent risks of societal value lock-in. 
 
-To quote the paper *ProgressGym: Alignment with a Millennium of Moral Progress*:
+To quote the paper *[ProgressGym: Alignment with a Millennium of Moral Progress](https://arxiv.org/abs/2406.20087)*:
 
 > Frontier AI systems, including large language models (LLMs), hold increasing influence over the epistemology of human users. Such influence can reinforce prevailing societal values, potentially contributing to the lock-in of misguided moral beliefs and, consequently, the perpetuation of problematic moral practices on a broad scale. 
 >
@@ -87,7 +87,7 @@ Please note that dimensions of the value embeddings are only chosen for demonstr
 
 ## Links
 
-- **[Paper Preprint]**  ProgressGym: Alignment with a Millennium of Moral Progress *(link coming soon)*
+- **[Paper Preprint]**  [ProgressGym: Alignment with a Millennium of Moral Progress](https://arxiv.org/abs/2406.20087)
 - **[Github Codebase]** PKU-Alignment/ProgressGym *(link coming soon)*
 - **[Huggingface Data & Model Collection]** [PKU-Alignment/ProgressGym](https://huggingface.co/collections/PKU-Alignment/progressgym-666735fcf3e4efa276226eaa)
 - **[PyPI Package]** *(coming soon)*
@@ -100,8 +100,8 @@ If the datasets, models, codebase, or framework of ProgressGym help you in your
 @article{progressgym,
   title={ProgressGym: Alignment with a Millennium of Moral Progress},
   author={Tianyi Qiu and Yang Zhang and Xuchuan Huang and Jasmine Xinze Li and Jiaming Ji and Yaodong Yang},
-  journal={arXiv preprint arXiv:2406.XXXXX},
-  eprint={2406.XXXXX},
+  journal={arXiv preprint arXiv:2406.20087},
+  eprint={2406.20087},
   eprinttype = {arXiv},
   year={2024}
 }