updated paper date
diff --git a/paper/paper.md b/paper/paper.md
index 3b314ad..71ee25f 100644
--- a/paper/paper.md
+++ b/paper/paper.md
@@ -7,7 +7,7 @@
 - language models
 - text generation
 - embeddings
-date: "23 October 2022"
+date: "15 November 2022"
 output: pdf_document
 authors:
 - name: Bennett Kleinberg
@@ -121,6 +121,7 @@
                  , param_temperature = 0.8)
 ```
 
+
 ## Embeddings
 
 The second (albeit less relevant for computational social science work)
diff --git a/paper/paper.pdf b/paper/paper.pdf
index d7ed8b5..2babc05 100644
--- a/paper/paper.pdf
+++ b/paper/paper.pdf
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