Update README.md (#586)

README.md

@@ -1,5 +1,4 @@
-
-[![DOI](https://zenodo.org/badge/545104023.svg)](https://zenodo.org/badge/latestdoi/545104023)
+[![EMNLP Paper](https://img.shields.io/badge/EMNLP_Paper-grey.svg?style=flat&logo=data:image/svg+xml;base64,PD94bWwgdmVyc2lvbj0iMS4wIiBlbmNvZGluZz0iVVRGLTgiIHN0YW5kYWxvbmU9Im5vIj8+CjwhLS0gQ3JlYXRlZCB3aXRoIElua3NjYXBlIChodHRwOi8vd3d3Lmlua3NjYXBlLm9yZy8pIC0tPgo8c3ZnCiAgIHhtbG5zOnN2Zz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciCiAgIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIKICAgdmVyc2lvbj0iMS4wIgogICB3aWR0aD0iNjgiCiAgIGhlaWdodD0iNjgiCiAgIGlkPSJzdmcyIj4KICA8ZGVmcwogICAgIGlkPSJkZWZzNCIgLz4KICA8cGF0aAogICAgIGQ9Ik0gNDEuOTc3NTUzLC0yLjg0MjE3MDllLTAxNCBDIDQxLjk3NzU1MywxLjc2MTc4IDQxLjk3NzU1MywxLjQ0MjExIDQxLjk3NzU1MywzLjAxNTggTCA3LjQ4NjkwNTQsMy4wMTU4IEwgMCwzLjAxNTggTCAwLDEwLjUwMDc5IEwgMCwzOC40Nzg2NyBMIDAsNDYgTCA3LjQ4NjkwNTQsNDYgTCA0OS41MDA4MDIsNDYgTCA1Ni45ODc3MDgsNDYgTCA2OCw0NiBMIDY4LDMwLjk5MzY4IEwgNTYuOTg3NzA4LDMwLjk5MzY4IEwgNTYuOTg3NzA4LDEwLjUwMDc5IEwgNTYuOTg3NzA4LDMuMDE1OCBDIDU2Ljk4NzcwOCwxLjQ0MjExIDU2Ljk4NzcwOCwxLjc2MTc4IDU2Ljk4NzcwOCwtMi44NDIxNzA5ZS0wMTQgTCA0MS45Nzc1NTMsLTIuODQyMTcwOWUtMDE0IHogTSAxNS4wMTAxNTUsMTcuOTg1NzggTCA0MS45Nzc1NTMsMTcuOTg1NzggTCA0MS45Nzc1NTMsMzAuOTkzNjggTCAxNS4wMTAxNTUsMzAuOTkzNjggTCAxNS4wMTAxNTUsMTcuOTg1NzggeiAiCiAgICAgc3R5bGU9ImZpbGw6I2VkMWMyNDtmaWxsLW9wYWNpdHk6MTtmaWxsLXJ1bGU6ZXZlbm9kZDtzdHJva2U6bm9uZTtzdHJva2Utd2lkdGg6MTIuODk1NDExNDk7c3Ryb2tlLWxpbmVjYXA6YnV0dDtzdHJva2UtbGluZWpvaW46bWl0ZXI7c3Ryb2tlLW1pdGVybGltaXQ6NDtzdHJva2UtZGFzaGFycmF5Om5vbmU7c3Ryb2tlLWRhc2hvZmZzZXQ6MDtzdHJva2Utb3BhY2l0eToxIgogICAgIHRyYW5zZm9ybT0idHJhbnNsYXRlKDAsIDExKSIKICAgICBpZD0icmVjdDIxNzgiIC8+Cjwvc3ZnPgo=)](https://aclanthology.org/2023.emnlp-main.530/) [![DOI](https://zenodo.org/badge/545104023.svg)](https://zenodo.org/badge/latestdoi/545104023)  [![License](https://img.shields.io/github/license/CarperAI/trlx)](LICENSE)
 
 # Transformer Reinforcement Learning X
 
@@ -173,14 +172,24 @@ and also read our [docs](https://trlX.readthedocs.io)
 ## Citing trlX
 
 ```
-@software{trlx-library,
-  author       = {Castricato, Louis and Havrilla, Alex and Matiana, Shahbuland and Phung, Duy V. and Tiwari, Aman and Tow, Jonathan and Zhuravinsky, Maksym},
-  title        = {{trlX: A scalable framework for RLHF}},
-  month        = jun,
-  year         = 2023,
-  publisher    = {Zenodo},
-  doi          = {10.5281/zenodo.8076391},
-  url          = {https://github.com/CarperAI/trlx}
+@inproceedings{havrilla-etal-2023-trlx,
+    title = "trl{X}: A Framework for Large Scale Reinforcement Learning from Human Feedback",
+    author = "Havrilla, Alexander  and
+      Zhuravinskyi, Maksym  and
+      Phung, Duy  and
+      Tiwari, Aman  and
+      Tow, Jonathan  and
+      Biderman, Stella  and
+      Anthony, Quentin  and
+      Castricato, Louis",
+    booktitle = "Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing",
+    month = dec,
+    year = "2023",
+    address = "Singapore",
+    publisher = "Association for Computational Linguistics",
+    url = "https://aclanthology.org/2023.emnlp-main.530",
+    doi = "10.18653/v1/2023.emnlp-main.530",
+    pages = "8578--8595",
 }
 ```