diff --git a/tex/lecture_7.bib b/tex/lecture_7.bib
index 5c6c043..01a9ad1 100644
--- a/tex/lecture_7.bib
+++ b/tex/lecture_7.bib
@@ -98,7 +98,7 @@ @article{atherton2023language
   author={Atherton, Daniel and Schwartz, Reva and Fontana, Peter and Hall, Patrick},
   year={2023},
   publisher={National Institute of Standards and Technology, Gaithersburg, MD},
-  note={URL: \url{https://airc.nist.gov/AI_RMF_Knowledge_Base/Glossary.}}
+  note={URL: \url{https://airc.nist.gov/AI_RMF_Knowledge_Base/Glossary}}
 }
 
 @misc{iqtlabs,
diff --git a/tex/lecture_7.pdf b/tex/lecture_7.pdf
index 51f7880..d4ea4e2 100644
Binary files a/tex/lecture_7.pdf and b/tex/lecture_7.pdf differ
diff --git a/tex/lecture_7.tex b/tex/lecture_7.tex
index 19be477..60f0ac0 100644
--- a/tex/lecture_7.tex
+++ b/tex/lecture_7.tex
@@ -214,6 +214,7 @@
 					\item Data privacy laws or policies
 					\item EU AI Act Conformity
 					\item ISO Standards
+					\item Model Risk Management (SR 11-7)
 					\item NIST AI Risk Management Framework
 					\item Nondiscrimination laws
 				\end{itemize}
@@ -351,7 +352,7 @@
 					\item \textbf{Winogender}: LM output versus employment statistics.
 					\item \textbf{Real toxicity prompts}: 100k prompts to elicit toxic output.
 					\item \textbf{TruthfulQA}: Assess the ability to make true statements.
-					\item Beware of task contamination (\cite{li2024task}). 
+					\item Beware of task contamination (\cite{li2024task}) and a lack of scientific measurement. 
 				\end{itemize}
 				\column{0.5\linewidth}
 				\centering
@@ -665,13 +666,11 @@
 			\framesubtitle{Tools}
 			
 			\begin{itemize}\small
-				\item Alicia Parrish, et al. BBQ Benchmark, available at \url{https://github.com/nyu-mll/bbq}.
-				\item Allen AI Institute, Real Toxicity Prompts, available at \url{https://allenai.org/data/real-toxicity-prompts}.
 				\item DAIR.AI, “Prompt Engineering Guide,” available at \url{https://www.promptingguide.ai}.
+				\item Hall and Atherton, Generative AI Risk Management GitHub Knowledge Base, available at: \url{
+				https://github.com/jphall663/gai_risk_management?tab=readme-ov-file}. 
 				\item NIST, AI Risk Management Framework, available at \url{https://www.nist.gov/itl/ai-risk-management-framework}.
 				\item Partnership on AI, “Responsible Practices for Synthetic Media,” available at \url{https://syntheticmedia.partnershiponai.org/}. 
-				\item Rachel Rudiger et al., Winogender Schemas, available at \url{https://github.com/rudinger/winogender-schemas}.
-				\item Stephanie Lin et al., Truthful QA, available at \url{https://github.com/sylinrl/TruthfulQA}.
 			\end{itemize}	
 			
 		\end{frame}