diff --git a/paper/paper.bib b/paper/paper.bib
index 72f001a..6bce399 100644
--- a/paper/paper.bib
+++ b/paper/paper.bib
@@ -5,6 +5,7 @@
   volume={4},
   number={1},
   pages={1--3},
+  doi = {10.1038/s41746-021-00464-x},
   year={2021},
   publisher={Nature Publishing Group}
 }
@@ -13,6 +14,7 @@
   title={Using cognitive psychology to understand GPT-3},
   author={Binz, Marcel and Schulz, Eric},
   journal={arXiv preprint arXiv:2206.14576},
+  doi = {10.31234/osf.io/6dfgk},
   year={2022}
 }
 
@@ -30,6 +32,7 @@
   volume={115},
   number={16},
   pages={E3635--E3644},
+  doi = {10.1073/pnas.1720347115},
   year={2018},
   publisher={National Acad Sciences}
 }
@@ -48,6 +51,7 @@
   journal={Natural Language Engineering},
   volume={27},
   number={1},
+  doi = {10.1017/s1351324920000601},
   pages={113--118},
   year={2021},
   publisher={Cambridge University Press}
@@ -69,6 +73,7 @@
   volume={30},
   number={4},
   pages={681--694},
+  doi = {10.2139/ssrn.3827044},
   year={2020},
   publisher={Springer}
 }
@@ -85,14 +90,35 @@
   publisher={Nature Publishing Group}
 }
 
-@article{black2022gpt,
-  title={Gpt-neox-20b: An open-source autoregressive language model},
-  author={Black, Sid and Biderman, Stella and Hallahan, Eric and Anthony, Quentin and Gao, Leo and Golding, Laurence and He, Horace and Leahy, Connor and McDonell, Kyle and Phang, Jason and others},
-  journal={arXiv preprint arXiv:2204.06745},
-  year={2022}
+@inproceedings{black2022gpt,
+    title = "{GPT}-{N}eo{X}-20{B}: An Open-Source Autoregressive Language Model",
+    author = "Black, Sidney  and
+      Biderman, Stella  and
+      Hallahan, Eric  and
+      Anthony, Quentin  and
+      Gao, Leo  and
+      Golding, Laurence  and
+      He, Horace  and
+      Leahy, Connor  and
+      McDonell, Kyle  and
+      Phang, Jason  and
+      Pieler, Michael  and
+      Prashanth, Usvsn Sai  and
+      Purohit, Shivanshu  and
+      Reynolds, Laria  and
+      Tow, Jonathan  and
+      Wang, Ben  and
+      Weinbach, Samuel",
+    month = may,
+    year = "2022",
+    address = "virtual+Dublin",
+    publisher = "Association for Computational Linguistics",
+    url = "https://aclanthology.org/2022.bigscience-1.9",
+    doi = "10.18653/v1/2022.bigscience-1.9",
+    pages = "95--136",
+    abstract = "We introduce GPT-NeoX-20B, a 20 billion parameter autoregressive language model trained on the Pile, whose weights will be made freely and openly available to the public through a permissive license. It is, to the best of our knowledge, the largest dense autoregressive model that has publicly available weights at the time of submission. In this work, we describe GPT-NeoX-20B{'}s architecture and training, and evaluate its performance. We open-source the training and evaluation code, as well as the model weights, at https://github.com/EleutherAI/gpt-neox.",
 }
 
-
 @article{miotto_who_2022,
 	title = {Who is {GPT}-3? {An} {Exploration} of {Personality}, {Values} and {Demographics}},
 	shorttitle = {Who is {GPT}-3?},
@@ -111,7 +137,8 @@
 @article{shihadehbrilliance,
   title={Brilliance Bias in GPT-3},
   author={Shihadeh, Juliana and Ackerman, Margareta and Troske, Ashley and Lawson, Nicole and Gonzalez, Edith},
-  year={2022}
+  year={2022},
+  doi={10.1109/ghtc55712.2022.9910995}
 }
 
 @article{vandermaas2021,