wording (sec 12, attention and fnn)

Chapter12/Figures/figure-calculation-of-context-vector-c.tex

@@ -20,7 +20,7 @@
 \node [anchor=south west] (alpha1) at ([xshift=-1em]key1.north west) {\scriptsize{$\alpha_1=.2$}};
 \node [anchor=south west] (alpha1) at ([xshift=-1em]key1.north west) {\scriptsize{$\alpha_1=.2$}};
 \node [anchor=south west] (alpha2) at ([xshift=-1em]key2.north west) {\scriptsize{$\alpha_2=.3$}};
 \node [anchor=south west] (alpha2) at ([xshift=-1em]key2.north west) {\scriptsize{$\alpha_2=.3$}};
 \node [anchor=south west] (alpha3) at ([xshift=-1em]key3.north west) {\scriptsize{$\alpha_3=.1$}};
 \node [anchor=south west] (alpha3) at ([xshift=-1em]key3.north west) {\scriptsize{$\alpha_3=.1$}};
-\node [anchor=south west] (alpha4) at ([xshift=-1em]key4.north west) {\scriptsize{$\alpha_4=.3$}};
+\node [anchor=south west] (alpha4) at ([xshift=-1em]key4.north west) {\scriptsize{$\alpha_i=.3$}};
 
 
 \vspace{0.5em}
 \vspace{0.5em}
 
 
@@ -40,7 +40,7 @@
 \node [anchor=south west] (alpha5) at ([xshift=-1em]key6.north west) {\scriptsize{$\alpha_1=.1$}};
 \node [anchor=south west] (alpha5) at ([xshift=-1em]key6.north west) {\scriptsize{$\alpha_1=.1$}};
 \node [anchor=south west] (alpha6) at ([xshift=-1em]key7.north west) {\scriptsize{$\alpha_2=.3$}};
 \node [anchor=south west] (alpha6) at ([xshift=-1em]key7.north west) {\scriptsize{$\alpha_2=.3$}};
 \node [anchor=south west] (alpha7) at ([xshift=-1em]key8.north west) {\scriptsize{$\alpha_3=.2$}};
 \node [anchor=south west] (alpha7) at ([xshift=-1em]key8.north west) {\scriptsize{$\alpha_3=.2$}};
-\node [anchor=south west] (alpha8) at ([xshift=-1em]key9.north west) {\scriptsize{$\alpha_4=.3$}};
+\node [anchor=south west] (alpha8) at ([xshift=-1em]key9.north west) {\scriptsize{$\alpha_i=.3$}};
 
 
 \end{scope}
 \end{scope}
 \end{tikzpicture}
 \end{tikzpicture}

Chapter12/Figures/figure-self-att-vs-enco-deco-att.tex

@@ -4,7 +4,7 @@
 \node[rounded corners=1pt,minimum width=11.0em,minimum height=2.0em,fill=pink!30,draw=black](p1) at (0,0) {\small{Self-Attention}};
 \node[rounded corners=1pt,minimum width=11.0em,minimum height=2.0em,fill=pink!30,draw=black](p1) at (0,0) {\small{Self-Attention}};
 
 
 \node[anchor=north](word1) at ([xshift=0.0em,yshift=-2.0em]p1.south) {\small \vectorn{\emph{K}}};
 \node[anchor=north](word1) at ([xshift=0.0em,yshift=-2.0em]p1.south) {\small \vectorn{\emph{K}}};
-\node[anchor=west](word2) at ([xshift=2.2em]word1.east) {\small \vectorn{\emph{Q}}};
+\node[anchor=west](word2) at ([xshift=2.2em]word1.east) {\small \vectorn{\emph{V}}};
 \node[anchor=east](word3) at ([xshift=-2.2em]word1.west) {\small \vectorn{\emph{Q}}};
 \node[anchor=east](word3) at ([xshift=-2.2em]word1.west) {\small \vectorn{\emph{Q}}};
 
 
 \draw[->,thick](word1.north)--(p1.south);
 \draw[->,thick](word1.north)--(p1.south);
@@ -22,7 +22,7 @@
 \node[anchor=west,rounded corners=1pt,minimum width=14.0em,minimum height=2.0em,fill=pink!30,draw=black](p2) at ([xshift=5.0em]p1.east){\small{Encoder-Decoder Attention}};
 \node[anchor=west,rounded corners=1pt,minimum width=14.0em,minimum height=2.0em,fill=pink!30,draw=black](p2) at ([xshift=5.0em]p1.east){\small{Encoder-Decoder Attention}};
 
 
 \node[anchor=north](word1-2) at ([xshift=0.0em,yshift=-2.0em]p2.south) {\small \vectorn{\emph{K}}};
 \node[anchor=north](word1-2) at ([xshift=0.0em,yshift=-2.0em]p2.south) {\small \vectorn{\emph{K}}};
-\node[anchor=west](word2-2) at ([xshift=2.2em]word1-2.east) {\small \vectorn{\emph{Q}}};
+\node[anchor=west](word2-2) at ([xshift=2.2em]word1-2.east) {\small \vectorn{\emph{V}}};
 \node[anchor=east](word3-2) at ([xshift=-2.2em]word1-2.west) {\small \vectorn{\emph{Q}}};
 \node[anchor=east](word3-2) at ([xshift=-2.2em]word1-2.west) {\small \vectorn{\emph{Q}}};
 
 
 \draw[->,thick](word1-2.north)--(p2.south);
 \draw[->,thick](word1-2.north)--(p2.south);