diff --git a/paper/paper.bib b/paper/paper.bib
index 289f3dd..0ed7185 100644
--- a/paper/paper.bib
+++ b/paper/paper.bib
@@ -9,15 +9,6 @@
   publisher={Nature Publishing Group}
 }
 
-@article{nye2021improving,
-  title={Improving coherence and consistency in neural sequence models with dual-system, neuro-symbolic reasoning},
-  author={Nye, Maxwell and Tessler, Michael and Tenenbaum, Josh and Lake, Brenden M},
-  journal={Advances in Neural Information Processing Systems},
-  volume={34},
-  pages={25192--25204},
-  year={2021}
-}
-
 @article{binz2022using,
   title={Using cognitive psychology to understand GPT-3},
   author={Binz, Marcel and Schulz, Eric},
@@ -42,16 +33,7 @@
   year={2018},
   publisher={National Acad Sciences}
 }
-@article{tversky1983extensional,
-  title={Extensional versus intuitive reasoning: The conjunction fallacy in probability judgment.},
-  author={Tversky, Amos and Kahneman, Daniel},
-  journal={Psychological review},
-  volume={90},
-  number={4},
-  pages={293},
-  year={1983},
-  publisher={American Psychological Association}
-}
+
 @inproceedings{bender2021dangers,
   title={On the Dangers of Stochastic Parrots: Can Language Models Be Too Big?},
   author={Bender, Emily M and Gebru, Timnit and McMillan-Major, Angelina and Shmitchell, Shmargaret},
@@ -79,6 +61,7 @@
   pages={1877--1901},
   year={2020}
 }
+
 @article{floridi2020gpt,
   title={GPT-3: Its nature, scope, limits, and consequences},
   author={Floridi, Luciano and Chiriatti, Massimo},
@@ -90,26 +73,6 @@
   publisher={Springer}
 }
 
-@article{guilford1967creativity,
-  title={Creativity: Yesterday, today and tomorrow},
-  author={Guilford, Joy P},
-  journal={The Journal of Creative Behavior},
-  volume={1},
-  number={1},
-  pages={3--14},
-  year={1967},
-  publisher={Wiley Online Library}
-}
-
-@article{frederick2005cognitive,
-  title={Cognitive reflection and decision making},
-  author={Frederick, Shane},
-  journal={Journal of Economic perspectives},
-  volume={19},
-  number={4},
-  pages={25--42},
-  year={2005}
-}
 
 @article{rahwan2019machine,
   title={Machine behaviour},
@@ -128,3 +91,24 @@
   journal={arXiv preprint arXiv:2204.06745},
   year={2022}
 }
+
+
+@article{miotto_who_2022,
+	title = {Who is {GPT}-3? {An} {Exploration} of {Personality}, {Values} and {Demographics}},
+	shorttitle = {Who is {GPT}-3?},
+	url = {http://arxiv.org/abs/2209.14338},
+	doi = {10.48550/arXiv.2209.14338},
+	abstract = {Language models such as GPT-3 have caused a furore in the research community. Some studies found that GPT-3 has some creative abilities and makes mistakes that are on par with human behaviour. This paper answers a related question: who is GPT-3? We administered two validated measurement tools to GPT-3 to assess its personality, the values it holds and its self-reported demographics. Our results show that GPT-3 scores similarly to human samples in terms of personality and - when provided with a model response memory - in terms of the values it holds. We provide the first evidence of psychological assessment of the GPT-3 model and thereby add to our understanding of the GPT-3 model. We close with suggestions for future research that moves social science closer to language models and vice versa.},
+	urldate = {2022-10-03},
+	author = {Miotto, Marilù and Rossberg, Nicola and Kleinberg, Bennett},
+	month = sep,
+	year = {2022},
+	note = {arXiv:2209.14338 [cs]},
+	keywords = {Computer Science - Computation and Language},
+	file = {arXiv.org Snapshot:/Users/bennettkleinberg/Zotero/storage/6NCPEUG4/2209.html:text/html},
+}
+
+@article{shihadehbrilliance,
+  title={Brilliance Bias in GPT-3},
+  author={Shihadeh, Juliana and Ackerman, Margareta and Troske, Ashley and Lawson, Nicole and Gonzalez, Edith}
+}