diff --git a/content/_index.md b/content/_index.md
index c735f8bcd5c9f..bb28c3700603f 100644
--- a/content/_index.md
+++ b/content/_index.md
@@ -6,9 +6,7 @@ Welcome to our collaborative second brain.
 
 Here you'll find our blog, public notes, and research. [You can also engage with the ideas directly](https://github.com/plastic-labs/blog) on GitHub.
 
-[Plastic](https://plasticlabs.ai) is a research-driven company building at the intersection of human and machine learning. 
-
-We believe re-centering LLM app development around the user will unlock a rich landscape of deeply personalized, autonomous agents.
+[Plastic](https://plasticlabs.ai) is a research-driven company building at the intersection of human and machine learning. We believe re-centering LLM app development around the user will unlock a rich landscape of deeply personalized, autonomous agents.
 
 It’s our mission to realize this future.
 
@@ -16,15 +14,16 @@ It’s our mission to realize this future.
 
 We post a few different types of content here:
   
-- [[blog | Blog]] — Deep dives into the philosophy, cognitive science, & machine learning underpinning our work
+- [[blog | Blog]] -- Deep dives into the philosophy, cognitive science, & machine learning underpinning our work
 
-- [[notes | Evergreen Notes]] — Short form working notes on Plastic theses
+- [[notes | Evergreen Notes]] -- Short form working notes on Plastic theses
 
-- [[extrusions | Extrusions]] — Brief, densely-linked reflections synthesizing last month's conceptual work
+- [[extrusions | Extrusions]] -- Brief, densely-linked reflections synthesizing last month's conceptual work
 
-- [[releases | Release Notes]] — Weekly changelogs & details on new product features  
+- [[releases | Release Notes]] -- Weekly changelogs & details on new product features  
 
-- [[research | Research]] - Formal published, preprint, or blog-style company research we've made public
+- [[research | Research]] -- Formal published, preprint, or blog-style company research we've made public
+  
   
   
 *Extrusions and Release Notes are also available as email newsletters:*
diff --git a/content/research/Violation of Expectation via Metacognitive Prompting Reduces Theory of Mind Prediction Error in Large Language Models.md b/content/research/Violation of Expectation via Metacognitive Prompting Reduces Theory of Mind Prediction Error in Large Language Models.md
index 74476d183b9d7..53b6730044a6b 100644
--- a/content/research/Violation of Expectation via Metacognitive Prompting Reduces Theory of Mind Prediction Error in Large Language Models.md	
+++ b/content/research/Violation of Expectation via Metacognitive Prompting Reduces Theory of Mind Prediction Error in Large Language Models.md	
@@ -1 +1,6 @@
+[Read on Arxiv](https://arxiv.org/abs/2310.06983). 
+  
+Download here:
+
 ![[Violation of Expectation via Metacognitive Prompting Reduces Theory of Mind Prediction Error in Large Language Models.pdf]]
+