diff --git a/README.md b/README.md
index 3f3ff38..ffe740c 100644
--- a/README.md
+++ b/README.md
@@ -18,3 +18,9 @@ Written by Lars Bogner
 Run `src/project1/generate_results.sh` to compile all binaries and automatically create all output plots. The table of relative errors is saved to `rel_errors.txt`.
 
 
+### Project 2
+Run `src/project2/generate_results.sh` to compile all binaries and automatically create all output plots.
+
+
+### Project 3
+Run `src/project3/generate_results.sh` to compile all binaries and automatically start the simulations. Afterwards, to create all output plots, run `src/project3/python/generate_plots.sh`. If you don't have `pueue` available, change the variable `PUEUE` to false in all bash scripts. To create all simulations it takes about 2 hours. To evaluate the run time of the different algorithms, you can run `src/project3/python/performance_analysis.py`. All python scripts use `typer` to make a straightforward usage possible. Run `python script.py --help` to see all available options.
\ No newline at end of file
diff --git a/projects/project3/main.pdf b/projects/project3/main.pdf
index 28c945d..f11f64e 100644
Binary files a/projects/project3/main.pdf and b/projects/project3/main.pdf differ
diff --git a/projects/project3/main.tex b/projects/project3/main.tex
index 6e3ae51..6b7a26a 100644
--- a/projects/project3/main.tex
+++ b/projects/project3/main.tex
@@ -90,7 +90,7 @@
 
 \begin{document}
 
-\title{Accuracy and Stability of Numerical Integration Methods in Penning Trap Simulations}  % self-explanatory
+\title{Accuracy and Performance of Numerical Integration Methods in Penning Trap Simulations}  % self-explanatory
 \author{Lars Bogner} % self-explanatory
 \date{\today}                             % self-explanatory
 \noaffiliation                            % ignore this, but keep it.