diff --git a/src/final_presentation/main.tex b/src/final_presentation/main.tex
index cd2738b..76b0465 100644
--- a/src/final_presentation/main.tex
+++ b/src/final_presentation/main.tex
@@ -302,8 +302,8 @@
         \item Quantum systems are inherently fragile
         \item Interacting with the quantum state disturbs it
         \item Idea: Represent $k\in \mathbb{N} $ \schlagwort{logical
-            qubits} using $n \in \mathbb{N},~n>k$ \schlagwort{physical qubits}
-            \citereferencemanual{Rof19}
+            qubits} using $n \in \mathbb{N}$ \schlagwort{physical qubits},
+            $n>k$ \citereferencemanual{Rof19}
 
             \vspace*{2mm}
 
@@ -1572,9 +1572,8 @@
         S. Koutsioumpas et al., ``Automorphism ensemble decoding of
         quantum LDPC codes,'' \emph{arXiv:2503.01738}, 2025.
     }
-    {GCR24}{A. Gong, S. Cammerer, and J. M. Renes, ``Toward
-        low-latency iterative decoding of qLDPC codes under
-        circuit-level noise,'' arXiv:2403.18901, 2024.
+    {GCR24}{A. Gong et al., ``Toward low-latency iterative decoding
+        of qLDPC codes under circuit-level noise,'' arXiv:2403.18901, 2024.
     }
     {BBA$^+$15}{
         Z. Babar et al., ``Fifteen years of
@@ -1634,9 +1633,8 @@
 %     S. Huang and S. Puri, ``Improved noisy syndrome decoding of
 %     quantum LDPC codes with sliding window,'' \emph{arXiv:2311.03307}, 2023.
 % }
-% {GCR24}{A. Gong, S. Cammerer, and J. M. Renes, ``Toward
-%     low-latency iterative decoding of qLDPC codes under
-%     circuit-level noise,'' arXiv:2403.18901, 2024.
+% {GCR24}{A. Gong et al., ``Toward low-latency iterative decoding
+%     of qLDPC codes under circuit-level noise,'' arXiv:2403.18901, 2024.
 % }
 % {RWB$^+$20}{
 %     J. Roffe et al., ``Decoding across the quantum low-density
@@ -1734,9 +1732,8 @@
         S. Huang and S. Puri, ``Improved noisy syndrome decoding of
         quantum LDPC codes with sliding window,'' \emph{arXiv:2311.03307}, 2023.
     }
-    {GCR24}{A. Gong, S. Cammerer, and J. M. Renes, ``Toward
-        low-latency iterative decoding of qLDPC codes under
-        circuit-level noise,'' arXiv:2403.18901, 2024.
+    {GCR24}{A. Gong et al., ``Toward low-latency iterative decoding
+        of qLDPC codes under circuit-level noise,'' arXiv:2403.18901, 2024.
     }
     \stopreferencesmanual
 \end{frame}
@@ -2882,11 +2879,12 @@
         \vspace*{-10mm}
         \centering
         \begin{itemize}
-            \only<1>{\vspace*{10mm}}
+                \only<1>{\vspace*{10mm}}
             \item Most errors due to non-convergence
                 \vspace*{10mm}
                 \visible<2-> {
-                \item BPGD algorithm \citereferencemanual{YLH+24}
+                \item BP with guidded decimation (BPGD)
+                    \citereferencemanual{YLH+24}
                     \begin{enumerate}
                         \item Perform $T$ \schlagwort{BP iterations}
                         \item Hard decision on \schlagwort{most
@@ -2906,12 +2904,12 @@
             \vspace*{-10mm}
 
             \begin{itemize}
-                \item $[[882, 24, 18 \le d \le 24]]$ - generalized
-                    hypergraph product (GHP) code, \\
+                \item $\llbracket 882, 24, 18 \le d \le 24
+                    \rrbracket$ generalized hypergraph product (GHP) code,
                     bit-flip noise \citereferencemanual{YLH+24}
             \end{itemize}
 
-            \vspace*{-5mm}
+            % \vspace*{-5mm}
 
             \begin{figure}[H]
                 \centering
@@ -2971,7 +2969,7 @@
         }
     \end{minipage}
 
-    \vspace*{2mm}
+    \vspace*{5mm}
 
     \addreferencesmanual
     {YLH+24}{Hanwen Yao et al. ``Belief propagation decoding of quantum
@@ -3329,7 +3327,7 @@
             \item Parameters
                 \begin{itemize}
                     \item $T = 1$
-                    \item $n_\text{iterations} = n$
+                    \item $n_\text{iterations} = 3{,}600$
                     \item $W = 5$
                 \end{itemize}
         \end{itemize}
@@ -3885,9 +3883,8 @@
     \vspace*{15mm}
 
     \addreferencesmanual
-    {GCR24}{A. Gong, S. Cammerer, and J. M. Renes, ``Toward
-        low-latency iterative decoding of qLDPC codes under
-        circuit-level noise,'' arXiv:2403.18901, 2024.
+    {GCR24}{A. Gong et al., ``Toward low-latency iterative decoding
+        of qLDPC codes under circuit-level noise,'' arXiv:2403.18901, 2024.
     }
     {MSL$^+$25}{
         S. Miao et al., ``Quaternary neural belief propagation
@@ -4107,9 +4104,8 @@
     \vspace*{30mm}
 
     \addreferencesmanual
-    {GCR24}{A. Gong, S. Cammerer, and J. M. Renes, ``Toward
-        low-latency iterative decoding of qLDPC codes under
-        circuit-level noise,'' arXiv:2403.18901, 2024.
+    {GCR24}{A. Gong et al., ``Toward low-latency iterative decoding
+        of qLDPC codes under circuit-level noise,'' arXiv:2403.18901, 2024.
     }
     \stopreferencesmanual
 \end{frame}
@@ -4170,9 +4166,8 @@
     \vspace*{5mm}
 
     \addreferencesmanual
-    {GCR24}{A. Gong, S. Cammerer, and J. M. Renes, ``Toward
-        low-latency iterative decoding of qLDPC codes under
-        circuit-level noise,'' arXiv:2403.18901, 2024.
+    {GCR24}{A. Gong et al., ``Toward low-latency iterative decoding
+        of qLDPC codes under circuit-level noise,'' arXiv:2403.18901, 2024.
     }
     \stopreferencesmanual
 \end{frame}