Commit bc8b8d78 by 曹润柘

合并分支 'caorunzhe' 到 'master'

Caorunzhe

查看合并请求 !135
parents 5e7fad84 695abcea
...@@ -17,7 +17,6 @@ ...@@ -17,7 +17,6 @@
\node [anchor=north west] (mt1-2) at ([yshift=0.4em]mt1-1.south west) {\scriptsize{-pared the boat and {\color{red}\underline{left the island.}} Only Love decided to stay.She {\color{red}\underline{ wanted to stick}} to it until the last}}; \node [anchor=north west] (mt1-2) at ([yshift=0.4em]mt1-1.south west) {\scriptsize{-pared the boat and {\color{red}\underline{left the island.}} Only Love decided to stay.She {\color{red}\underline{ wanted to stick}} to it until the last}};
\node [anchor=north west] (mt1-3) at ([yshift=0.4em]mt1-2.south west) {\scriptsize{moment. After a few days, the island was really going to sink and love {\color{red}\underline{ wanted help.}}}}; \node [anchor=north west] (mt1-3) at ([yshift=0.4em]mt1-2.south west) {\scriptsize{moment. After a few days, the island was really going to sink and love {\color{red}\underline{ wanted help.}}}};
%人工翻译--------------- %人工翻译---------------
\node [anchor=north west] (ht1) at ([xshift=-3.5em,yshift=0.4em]mt1-3.south west) {\scriptsize{人工翻译:Once upon a time, there was a small island {\color{red}\underline{where}} lived all kinds of emotions like JOY,SADNESS,}}; \node [anchor=north west] (ht1) at ([xshift=-3.5em,yshift=0.4em]mt1-3.south west) {\scriptsize{人工翻译:Once upon a time, there was a small island {\color{red}\underline{where}} lived all kinds of emotions like JOY,SADNESS,}};
...@@ -37,53 +36,11 @@ ...@@ -37,53 +36,11 @@
\node[anchor=north west] (original4-4) at ([yshift=0.3em]original4-3.south west) {\scriptsize{道。快乐走近爱的身边,但是她太快乐了,竟然没有听见爱在叫她!}}; \node[anchor=north west] (original4-4) at ([yshift=0.3em]original4-3.south west) {\scriptsize{道。快乐走近爱的身边,但是她太快乐了,竟然没有听见爱在叫她!}};
%机器翻译-------------- %机器翻译--------------
\node [anchor=north west] (mt4) at ([xshift=-3.5em,yshift=0.3em]original4-4.south west) {\scriptsize{机器翻译:At this time, Richness {\color{red}\underline{passed by}} in a big ship. Love said, ``Rich, can you take me away?'' Richness}}; \node [anchor=north west] (mt4) at ([xshift=-3.5em,yshift=0.3em]original4-4.south west) {\scriptsize{机器翻译:At this time, Richness {\color{red}\underline{passed by}} in a big ship. Love said, ``Rich, can you take me away?'' Richness}};
\node [anchor=north west] (mt4-1) at ([xshift=3.5em,yshift=0.4em]mt4.south west) {\scriptsize{replied, ``No, {\color{red}\underline{there are many treasures}} of gold and silver in my ship,and there is no place for you.''}}; \node [anchor=north west] (mt4-1) at ([xshift=3.5em,yshift=0.4em]mt4.south west) {\scriptsize{replied, ``No, {\color{red}\underline{there are many treasures}} of gold and silver in my ship,and there is no place for you.''}};
\node [anchor=north west] (mt4-2) at ([yshift=0.4em]mt4-1.south west) {\scriptsize{ Love saw vanity in a magnificent boat and said, ``Vanity, help me!'' ``I can't help you. You are {\color{red}\underline{soak}}}};
\node [anchor=north west] (mt4-3) at ([yshift=0.4em]mt4-2.south west) {\scriptsize{{\color{red}\underline{-ed to the skin}} and will damage my beautiful boat.'' When sorrow came, love asked him for help: ``}};
\node [anchor=north west] (mt4-4) at ([yshift=0.4em]mt4-3.south west) {\scriptsize{sorrow, let me go with you!'' ``Oh,...love, I am so sad that I want to be alone for a while!'' Sadly rep}};
\node [anchor=north west] (mt4-5) at ([yshift=0.4em]mt4-4.south west) {\scriptsize{-lied. Happiness {\color{red}\underline{approached}} love, but she was too happy to hear love calling her!}};
%人工翻译---------------
\node [anchor=north west] (ht4) at ([xshift=-3.5em,yshift=0.3em]mt4-5.south west) {\scriptsize{人工翻译:At that moment, WEALTH {\color{red}\underline{was passing by}} in a big boat. Love said,``WEALTH, can you take me}};
\node [anchor=north west] (ht4-1) at ([xshift=3.5em,yshift=0.4em]ht4.south west) {\scriptsize{with you?'' WEALTH answered, ``no, {\color{red}\underline{there is a lot}} of gold and silver in my boat. There is no place}};
\node [anchor=north west] (ht4-2) at ([yshift=0.4em]ht4-1.south west) {\scriptsize{for you.'' Love saw VANITY in a beautiful boat and said, ``VANITY, help me!'' ``I can't help you.}};
\node [anchor=north west] (ht4-3) at ([yshift=0.4em]ht4-2.south west) {\scriptsize{You are {\color{red}\underline{all wet,}} and will break my pretty boat.'' Then SADNESS came. Love asked for help,``SAD}};
\node [anchor=north west] (ht4-4) at ([yshift=0.4em]ht4-3.south west) {\scriptsize{-NESS, let me go with you!'' ``Oh,...LOVE, I am so sad that I want to be alone for a while!'' ``Repli}};
\node [anchor=north west] (ht4-5) at ([yshift=0.4em]ht4-4.south west) {\scriptsize{-ed SADNESS. JOY {\color{red}\underline{came close to }} love, but she was so happy that she did not hear him call her!}};
%第三段--------------------------------
\node[anchor=north west] (original8) at ([xshift=-3.5em,yshift=-0.3em]ht4-5.south west) {\scriptsize{\qquad 文:突然,一个声音传来:``过来,爱,我带你走。''这是位长者。爱大喜过望,竟忘了问他他}};
\node[anchor=north west] (original8-1) at ([xshift=3.5em,yshift=0.3em]original8.south west) {\scriptsize{的名字。登上陆地后,长者独自走开了。爱对长者感激不尽,问另一位长者知识:``帮我的}};
\node[anchor=north west] (original8-2) at ([yshift=0.3em]original8-1.south west) {\scriptsize{那个人是谁?''``他是时间。''知识老人回答。``时间?''爱问道,``他为什么要帮我?''知识老}};
\node[anchor=north west] (original8-3) at ([yshift=0.3em]original8-2.south west) {\scriptsize{人笑道:``因为只有时间才能理解爱有多么伟大。''}};
%机器翻译--------------
\node [anchor=north west] (mt8) at ([xshift=-3.5em,yshift=0.4em]original8-3.south west) {\scriptsize{机器翻译:Suddenly, a voice {\color{red}\underline{came:}} ``Come here, love, I'll take you away.'' This is an elder. Love was {\color{red}\underline{overjoy}}}};
\node [anchor=north west] (mt8-1) at ([xshift=3.5em,yshift=0.4em]mt8.south west) {\scriptsize{{\color{red}\underline{-ed and}} forgot to ask his name. After landing on land, the elder walked away alone.Love was very}};
\node [anchor=north west] (mt8-2) at ([yshift=0.4em]mt8-1.south west) {\scriptsize{grateful to the elder and asked another elder knowledge, {\color{red}\underline{``Who is the person who helped me?''}} ``He}};
\node [anchor=north west] (mt8-3) at ([yshift=0.4em]mt8-2.south west) {\scriptsize{is time.'' The {\color{red}\underline{old intellectual}} replied. ``Time?'' Love asked,``Why did he help me?'' The old intellec}};
\node [anchor=north west] (mt8-4) at ([yshift=0.4em]mt8-3.south west) {\scriptsize{-tual laughed, ``Because only time canunderstand how great love is.''}};
%人工翻译---------------
\node [anchor=north west] (ht8) at ([xshift=-3.5em,yshift=0.4em]mt8-4.south west) {\scriptsize{人工翻译:Suddenly, a voice {\color{red}\underline{said,}} ``come, LOVE, I'll take you.'' This is an elder. LOVE was {\color{red}\underline{so over that}} she}};
\node [anchor=north west] (ht8-1) at ([xshift=3.5em,yshift=0.4em]ht8.south west) {\scriptsize{forgot to ask his name. After landing on land, the elder walked away}};
\node [anchor=north west] (ht8-2) at ([yshift=0.4em]ht8-1.south west) {\scriptsize{alone.LOVE was so grateful to the elder that she asked KNOWLEDGE, another elder, {\color{red}\underline{``who help}}}};
\node [anchor=north west] (ht8-3) at ([yshift=0.4em]ht8-2.south west) {\scriptsize{{\color{red}\underline{-ed me?''}} ``He is TIME.'' The {\color{red}\underline{old man}} replied. ``TIME?'' LOVE asked. ``why did he help me?'' The}};
\node [anchor=north west] (ht8-4) at ([yshift=0.4em]ht8-3.south west) {\scriptsize{old man smiled and said, ``Because only time can understand how great love is.''}};
%{
%\draw[dotted,thick,ublue] ([xshift=10.3em,yshift=0.3em]mt8.south west)--%([xshift=-5.2em,yshift=-0.3em]ht8.north);
%}
\begin{pgfonlayer}{background} \begin{pgfonlayer}{background}
{ {
\node[rectangle,draw=ublue, inner sep=0mm] [fit =(original1)(mt4)(ht1)(mt1)(mt1)(ht1)(ht8-4)] {}; \node[rectangle,draw=ublue, inner sep=0mm] [fit =(original1)(ht1)(mt1)(mt4-1)] {};
} }
\end{pgfonlayer} \end{pgfonlayer}
......
\definecolor{ublue}{rgb}{0.152,0.250,0.545}
\definecolor{ugreen}{rgb}{0,0.5,0}
%%% outline
%-------------------------------------------------------------------------
\begin{tikzpicture}
\node [pos=0.4,left,xshift=-0.4em,yshift=2.0em,,opacity=0.0] (original1) {\scriptsize{\qquad 文:从前有一个小岛,上面住着快乐、悲哀、知识和爱,还有其他各种情感。一天,情感们得知}};
\node [anchor=north west] (mt4-2) at ([xshift=3.5em,yshift=0.3em]original1.south west) {\scriptsize{ Love saw vanity in a magnificent boat and said, ``Vanity, help me!'' ``I can't help you. You are {\color{red}\underline{soak}}}};
\node [anchor=north west] (mt4-3) at ([yshift=0.4em]mt4-2.south west) {\scriptsize{{\color{red}\underline{-ed to the skin}} and will damage my beautiful boat.'' When sorrow came, love asked him for help: ``}};
\node [anchor=north west] (mt4-4) at ([yshift=0.4em]mt4-3.south west) {\scriptsize{sorrow, let me go with you!'' ``Oh,...love, I am so sad that I want to be alone for a while!'' Sadly rep}};
\node [anchor=north west] (mt4-5) at ([yshift=0.4em]mt4-4.south west) {\scriptsize{-lied. Happiness {\color{red}\underline{approached}} love, but she was too happy to hear love calling her!}};
%人工翻译---------------
\node [anchor=north west] (ht4) at ([xshift=-3.5em,yshift=0.3em]mt4-5.south west) {\scriptsize{人工翻译:At that moment, WEALTH {\color{red}\underline{was passing by}} in a big boat. Love said,``WEALTH, can you take me}};
\node [anchor=north west] (ht4-1) at ([xshift=3.5em,yshift=0.4em]ht4.south west) {\scriptsize{with you?'' WEALTH answered, ``no, {\color{red}\underline{there is a lot}} of gold and silver in my boat. There is no place}};
\node [anchor=north west] (ht4-2) at ([yshift=0.4em]ht4-1.south west) {\scriptsize{for you.'' Love saw VANITY in a beautiful boat and said, ``VANITY, help me!'' ``I can't help you.}};
\node [anchor=north west] (ht4-3) at ([yshift=0.4em]ht4-2.south west) {\scriptsize{You are {\color{red}\underline{all wet,}} and will break my pretty boat.'' Then SADNESS came. Love asked for help,``SAD}};
\node [anchor=north west] (ht4-4) at ([yshift=0.4em]ht4-3.south west) {\scriptsize{-NESS, let me go with you!'' ``Oh,...LOVE, I am so sad that I want to be alone for a while!'' ``Repli}};
\node [anchor=north west] (ht4-5) at ([yshift=0.4em]ht4-4.south west) {\scriptsize{-ed SADNESS. JOY {\color{red}\underline{came close to }} love, but she was so happy that she did not hear him call her!}};
%第三段--------------------------------
\node[anchor=north west] (original8) at ([xshift=-3.5em,yshift=-0.3em]ht4-5.south west) {\scriptsize{\qquad 文:突然,一个声音传来:``过来,爱,我带你走。''这是位长者。爱大喜过望,竟忘了问他他}};
\node[anchor=north west] (original8-1) at ([xshift=3.5em,yshift=0.3em]original8.south west) {\scriptsize{的名字。登上陆地后,长者独自走开了。爱对长者感激不尽,问另一位长者知识:``帮我的}};
\node[anchor=north west] (original8-2) at ([yshift=0.3em]original8-1.south west) {\scriptsize{那个人是谁?''``他是时间。''知识老人回答。``时间?''爱问道,``他为什么要帮我?''知识老}};
\node[anchor=north west] (original8-3) at ([yshift=0.3em]original8-2.south west) {\scriptsize{人笑道:``因为只有时间才能理解爱有多么伟大。''}};
%机器翻译--------------
\node [anchor=north west] (mt8) at ([xshift=-3.5em,yshift=0.4em]original8-3.south west) {\scriptsize{机器翻译:Suddenly, a voice {\color{red}\underline{came:}} ``Come here, love, I'll take you away.'' This is an elder. Love was {\color{red}\underline{overjoy}}}};
\node [anchor=north west] (mt8-1) at ([xshift=3.5em,yshift=0.4em]mt8.south west) {\scriptsize{{\color{red}\underline{-ed and}} forgot to ask his name. After landing on land, the elder walked away alone.Love was very}};
\node [anchor=north west] (mt8-2) at ([yshift=0.4em]mt8-1.south west) {\scriptsize{grateful to the elder and asked another elder knowledge, {\color{red}\underline{``Who is the person who helped me?''}} ``He}};
\node [anchor=north west] (mt8-3) at ([yshift=0.4em]mt8-2.south west) {\scriptsize{is time.'' The {\color{red}\underline{old intellectual}} replied. ``Time?'' Love asked,``Why did he help me?'' The old intellec}};
\node [anchor=north west] (mt8-4) at ([yshift=0.4em]mt8-3.south west) {\scriptsize{-tual laughed, ``Because only time canunderstand how great love is.''}};
%人工翻译---------------
\node [anchor=north west] (ht8) at ([xshift=-3.5em,yshift=0.4em]mt8-4.south west) {\scriptsize{人工翻译:Suddenly, a voice {\color{red}\underline{said,}} ``come, LOVE, I'll take you.'' This is an elder. LOVE was {\color{red}\underline{so over that}} she}};
\node [anchor=north west] (ht8-1) at ([xshift=3.5em,yshift=0.4em]ht8.south west) {\scriptsize{forgot to ask his name. After landing on land, the elder walked away}};
\node [anchor=north west] (ht8-2) at ([yshift=0.4em]ht8-1.south west) {\scriptsize{alone.LOVE was so grateful to the elder that she asked KNOWLEDGE, another elder, {\color{red}\underline{``who help}}}};
\node [anchor=north west] (ht8-3) at ([yshift=0.4em]ht8-2.south west) {\scriptsize{{\color{red}\underline{-ed me?''}} ``He is TIME.'' The {\color{red}\underline{old man}} replied. ``TIME?'' LOVE asked. ``why did he help me?'' The}};
\node [anchor=north west] (ht8-4) at ([yshift=0.4em]ht8-3.south west) {\scriptsize{old man smiled and said, ``Because only time can understand how great love is.''}};
%{
%\draw[dotted,thick,ublue] ([xshift=10.3em,yshift=0.3em]mt8.south west)--%([xshift=-5.2em,yshift=-0.3em]ht8.north);
%}
\begin{pgfonlayer}{background}
{
\node[rectangle,draw=ublue, inner sep=0mm] [fit = (mt4-2)(ht4)(ht8-4)] {};
}
\end{pgfonlayer}
\end{tikzpicture}
...@@ -220,19 +220,13 @@ ...@@ -220,19 +220,13 @@
%---------------------------------------------- %----------------------------------------------
\begin{figure}[htp] \begin{figure}[htp]
\centering \centering
\input{./Chapter1/Figures/figure-example-rbmt} \input{./Chapter1/Figures/figure-comparison-mt-ht-1}
\setlength{\belowcaptionskip}{-1.5em}
\caption{基于规则的机器翻译的示例图(左:规则库;右:规则匹配结果)}
\label{fig:1-8}
\end{figure} \end{figure}
%-------------------------------------------
%----------------------------------------------
\begin{figure}[htp] \begin{figure}[htp]
\centering \centering
\input{./Chapter1/Figures/figure-comparison-mt-ht} \input{./Chapter1/Figures/figure-comparison-mt-ht-2}
\setlength{\belowcaptionskip}{7.0em}
\caption{机器翻译与人工翻译实例结果对比} \caption{机器翻译与人工翻译实例结果对比}
\setlength{\belowcaptionskip}{7.0em}
\label{fig:1-9} \label{fig:1-9}
\end{figure} \end{figure}
%------------------------------------------- %-------------------------------------------
...@@ -256,6 +250,16 @@ ...@@ -256,6 +250,16 @@
\parinterval\ref{fig:1-8}展示了一个使用规则进行翻译的实例。这里,利用一个简单的汉译英规则库完成对句子``我对你感到满意''的翻译。当翻译``我''时,从规则库中找到规则1,该规则表示遇到单词``我''就翻译为``I'';类似地,也可以从规则库中找到规则4,该规则表示翻译调序,即将单词``you''放到``be satisfied with''后面。可以看到,这些规则的使用和进行翻译时所使用的思想非常类似,可以说基于规则方法实际上在试图描述人类进行翻译的思维过程。 \parinterval\ref{fig:1-8}展示了一个使用规则进行翻译的实例。这里,利用一个简单的汉译英规则库完成对句子``我对你感到满意''的翻译。当翻译``我''时,从规则库中找到规则1,该规则表示遇到单词``我''就翻译为``I'';类似地,也可以从规则库中找到规则4,该规则表示翻译调序,即将单词``you''放到``be satisfied with''后面。可以看到,这些规则的使用和进行翻译时所使用的思想非常类似,可以说基于规则方法实际上在试图描述人类进行翻译的思维过程。
%----------------------------------------------
\begin{figure}[htp]
\centering
\input{./Chapter1/Figures/figure-example-rbmt}
\setlength{\belowcaptionskip}{-1.5em}
\caption{基于规则的机器翻译的示例图(左:规则库;右:规则匹配结果)}
\label{fig:1-8}
\end{figure}
%-------------------------------------------
\parinterval 但是,基于规则的机器翻译也存在问题。首先,书写规则需要消耗大量人力,规则库的维护代价极高;其次,规则很难涵盖所有的语言现象;再有,自然语言存在大量的歧义现象,规则之间也会存在冲突,这也导致规则数量不可能无限制增长。 \parinterval 但是,基于规则的机器翻译也存在问题。首先,书写规则需要消耗大量人力,规则库的维护代价极高;其次,规则很难涵盖所有的语言现象;再有,自然语言存在大量的歧义现象,规则之间也会存在冲突,这也导致规则数量不可能无限制增长。
%---------------------------------------------------------------------------------------- %----------------------------------------------------------------------------------------
......
%------------------------------------------------------------------------------------------------------------
%%% CKY解码
% 看NiuTrans Manual
\begin{center}
\begin{tikzpicture}
\tikzstyle{alignmentnode} = [rectangle,fill=blue!30,minimum size=0.45em,text=white,inner sep=0.1pt]
\tikzstyle{selectnode} = [rectangle,fill=green!20,minimum height=1.5em,minimum width=1.5em,inner sep=1.2pt]
\tikzstyle{srcnode} = [anchor=south west]
\begin{scope}[scale=0.85]
\node[srcnode] (c1) at (0,0) {\normalsize{\textbf{Function} CKY-Algorithm($\textbf{s},G$)}};
\node[srcnode,anchor=north west] (c21) at ([xshift=1.5em,yshift=0.4em]c1.south west) {\normalsize{\textbf{fore} $j=0$ to $ J - 1$}};
\node[srcnode,anchor=north west] (c22) at ([xshift=1.5em,yshift=0.4em]c21.south west) {\normalsize{$span[j,j+1 ]$.Add($A \to a \in G$)}};
\node[srcnode,anchor=north west] (c3) at ([xshift=-1.5em,yshift=0.4em]c22.south west) {\normalsize{\textbf{for} $l$ = 1 to $J$}};
\node[srcnode,anchor=west] (c31) at ([xshift=6em]c3.east) {\normalsize{// length of span}};
\node[srcnode,anchor=north west] (c4) at ([xshift=1.5em,yshift=0.4em]c3.south west) {\normalsize{\textbf{for} $j$ = 0 to $J-l$}};
\node[srcnode,anchor=north west] (c41) at ([yshift=0.4em]c31.south west) {\normalsize{// beginning of span}};
\node[srcnode,anchor=north west] (c5) at ([xshift=1.5em,yshift=0.4em]c4.south west) {\normalsize{\textbf{for} $k$ = $j$ to $j+l$}};
\node[srcnode,anchor=north west] (c51) at ([yshift=0.4em]c41.south west) {\normalsize{// partition of span}};
\node[srcnode,anchor=north west] (c6) at ([xshift=1.5em,yshift=0.4em]c5.south west) {\normalsize{$hypos$ = Compose($span[j, k], span[k, j+l]$)}};
\node[srcnode,anchor=north west] (c7) at ([yshift=0.4em]c6.south west) {\normalsize{$span[j, j+l]$.Update($hypos$)}};
\node[srcnode,anchor=north west] (c8) at ([xshift=-4.5em,yshift=0.4em]c7.south west) {\normalsize{\textbf{return} $span[0, J]$}};
\node[anchor=west] (c9) at ([xshift=-3.2em,yshift=1.7em]c1.west) {\small{\textrm{参数:}\textbf{s}为输入字符串。$G$为输入CFG。$J$为待分析字符串长度。}};
\node[anchor=west] (c10) at ([xshift=0em,yshift=1.3em]c9.west) {\small{\textrm{输出:字符串全部可能的语法分析结果}}};
\node[anchor=west] (c11) at ([xshift=0em,yshift=1.3em]c10.west) {\small{\textrm{输入:符合乔姆斯基范式的待分析字符串和一个上下文无关文法(CFG)}}};
\begin{pgfonlayer}{background}
\node [rectangle,inner sep=0.2em,rounded corners=1pt,fill=blue!10!white] [fit = (c1) (c21) (c3) (c6) (c7) (c8) (c11)] (gl1) {};
\end{pgfonlayer}
\end{scope}
\end{tikzpicture}
\end{center}
%------------------------------------------------------------------------------------------------------------
%%% 基于树的解码方法 - chart-based decoding
\begin{center}
\begin{tikzpicture}\footnotesize
\begin{scope}[scale=0.2]
\node[anchor=south east] (g1) at (0,0) {\small{$\textrm{S} \to \textrm{AB}\ \ \ \textrm{A} \to \textrm{CD}\ \vert \ \textrm{CF}\ \ \ \textrm{B} \to \textrm{c}\ \vert \ \textrm{BE}$}};
\node[anchor=north west] (g2) at ([yshift=0.3em]g1.south west) {\small{$\textrm{C} \to \textrm{a}\ \ \ \ \textrm{D} \to \textrm{b}\ \ \ \ \textrm{E} \to \textrm{c}\ \ \ \ \textrm{F} \to \textrm{AD}$}};
\begin{pgfonlayer}{background}
\node [rectangle,inner sep=0.1em,rounded corners=1pt,fill=green!10,drop shadow,draw=ugreen] [fit = (g1) (g2)] (gl1) {};
\end{pgfonlayer}
\end{scope}
\end{tikzpicture}
\end{center}
...@@ -175,7 +175,7 @@ ...@@ -175,7 +175,7 @@
\rule{0pt}{15pt} 模型 & 作者 & 年份 & PPL \\ \rule{0pt}{15pt} 模型 & 作者 & 年份 & PPL \\
\hline \hline
\rule{0pt}{15pt} 3-gram LM\cite{brown1992class} & Brown et al. & 1992 & 178.0 \\ \rule{0pt}{15pt} 3-gram LM\cite{brown1992class} & Brown et al. & 1992 & 178.0 \\
\rule{0pt}{15pt} Feed-forward Neural LM\cite{bengio2003a} & Bengio et al. & 2003 & 162.2 \\ \rule{0pt}{15pt} Feed-forward Neural LM\cite{bengio2003neural} & Bengio et al. & 2003 & 162.2 \\
\rule{0pt}{15pt} Recurrent NN-based LM\cite{mikolov2010recurrent} & Mikolov et al. & 2010 & 124.7 \\ \rule{0pt}{15pt} Recurrent NN-based LM\cite{mikolov2010recurrent} & Mikolov et al. & 2010 & 124.7 \\
\rule{0pt}{15pt} Recurrent NN-LDA\cite{mikolov2012context} & Mikolov et al. & 2012 & 92.0 \\ \rule{0pt}{15pt} Recurrent NN-LDA\cite{mikolov2012context} & Mikolov et al. & 2012 & 92.0 \\
\rule{0pt}{15pt} LSTM \cite{zaremba2014recurrent}& Zaremba et al. & 2014 & 78.4 \\ \rule{0pt}{15pt} LSTM \cite{zaremba2014recurrent}& Zaremba et al. & 2014 & 78.4 \\
......
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{tikzpicture} \begin{tikzpicture}
\setlength{\base}{0.9cm} \setlength{\base}{1cm}
\tikzstyle{rnnnode} = [rounded corners=1pt,minimum size=0.5\base,draw,inner sep=0pt,outer sep=0pt] \tikzstyle{rnnnode} = [rounded corners=1pt,minimum size=0.5\base,draw,inner sep=0pt,outer sep=0pt]
\tikzstyle{wordnode} = [font=\scriptsize] \tikzstyle{wordnode} = [font=\footnotesize]
% RNN translation model % RNN translation model
\begin{scope}[local bounding box=RNNMT] \begin{scope}[local bounding box=RNNMT]
...@@ -20,7 +14,7 @@ ...@@ -20,7 +14,7 @@
\node[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=west] (eemb\x) at ([xshift=0.4\base]eemb\y.east) {}; \node[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=west] (eemb\x) at ([xshift=0.4\base]eemb\y.east) {};
\foreach \x in {1,2,...,4} \foreach \x in {1,2,...,4}
\node[rnnnode,fill=blue!30!white,anchor=south] (enc\x) at ([yshift=0.5\base]eemb\x.north) {}; \node[rnnnode,fill=blue!30!white,anchor=south] (enc\x) at ([yshift=0.5\base]eemb\x.north) {};
\node[wordnode,left=0.4\base of enc1,font=\scriptsize] (init) {0}; \node[wordnode,left=0.4\base of enc1,font=\footnotesize] (init) {0};
\node[wordnode,anchor=east] (init2) at ([xshift=-3.0em]init.west){}; \node[wordnode,anchor=east] (init2) at ([xshift=-3.0em]init.west){};
{ {
\node[rnnnode,fill=purple] (repr) at (enc4) {}; \node[rnnnode,fill=purple] (repr) at (enc4) {};
...@@ -32,50 +26,50 @@ ...@@ -32,50 +26,50 @@
\draw[->,dashed,thick] (label.south) -- (enc4.north); \draw[->,dashed,thick] (label.south) -- (enc4.north);
} }
\node[wordnode,below=0pt of eemb1,font=\scriptsize] (encwordin1) {}; \node[wordnode,below=0pt of eemb1,font=\footnotesize] (encwordin1) {};
\node[wordnode,below=0pt of eemb2,font=\scriptsize] (encwordin2) {}; \node[wordnode,below=0pt of eemb2,font=\footnotesize] (encwordin2) {};
\node[wordnode,below=0pt of eemb3,font=\scriptsize] (encwordin3) {}; \node[wordnode,below=0pt of eemb3,font=\footnotesize] (encwordin3) {};
\node[wordnode,below=0pt of eemb4,font=\scriptsize] (encwordin4) {$\langle$eos$\rangle$}; \node[wordnode,below=0pt of eemb4,font=\footnotesize] (encwordin4) {$\langle$eos$\rangle$};
%大括号 %大括号
\draw[decorate,thick,decoration={mirror,brace}]([xshift=0.0em,yshift=-1.5em]eemb1.south west) --([xshift=0.0em,yshift=-1.5em]eemb4.south east) node [font=\scriptsize,xshift=-3.8em,yshift=-1.0em,align=center](label2) {编码器}; \draw[decorate,thick,decoration={mirror,brace}]([xshift=0.0em,yshift=-1.5em]eemb1.south west) --([xshift=0.0em,yshift=-1.5em]eemb4.south east) node [font=\footnotesize,xshift=-3.8em,yshift=-1.0em,align=center](label2) {编码器};
% RNN Decoder % RNN Decoder
\foreach \x in {1,2,...,4} \foreach \x in {1,2,...,4}
\node[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=south] (demb\x) at ([xshift=9.0em,yshift=-3.5em]enc\x.north) {}; \node[rnnnode,minimum height=0.5\base,fill=green!30!white,anchor=south] (demb\x) at ([xshift=9.5em,yshift=-3.9em]enc\x.north) {};
\foreach \x in {1,2,...,4} \foreach \x in {1,2,...,4}
\node[rnnnode,fill=blue!30!white,anchor=south] (dec\x) at ([yshift=0.5\base]demb\x.north) {}; \node[rnnnode,fill=blue!30!white,anchor=south] (dec\x) at ([yshift=0.5\base]demb\x.north) {};
\foreach \x in {1,2,...,4} \foreach \x in {1,2,...,4}
\node[rnnnode,minimum height=0.5\base,fill=red!30!white,anchor=south] (softmax\x) at ([yshift=0.5\base]dec\x.north) {}; \node[rnnnode,minimum height=0.5\base,fill=red!30!white,anchor=south] (softmax\x) at ([yshift=0.5\base]dec\x.north) {};
% Decoder input words % Decoder input words
\node[wordnode,below=0pt of demb1,font=\scriptsize] (decwordin) {$\langle$sos$\rangle$}; \node[wordnode,below=0pt of demb1,font=\footnotesize] (decwordin) {$\langle$sos$\rangle$};
\ExtractX{$(demb2.south)$} \ExtractX{$(demb2.south)$}
\ExtractY{$(decwordin.base)$} \ExtractY{$(decwordin.base)$}
\node[wordnode,anchor=base,font=\scriptsize] () at (\XCoord,\YCoord) {I}; \node[wordnode,anchor=base,font=\footnotesize] () at (\XCoord,\YCoord) {I};
\ExtractX{$(demb3.south)$} \ExtractX{$(demb3.south)$}
\ExtractY{$(decwordin.base)$} \ExtractY{$(decwordin.base)$}
\node[wordnode,anchor=base,font=\scriptsize] () at (\XCoord,\YCoord) {am}; \node[wordnode,anchor=base,font=\footnotesize] () at (\XCoord,\YCoord) {am};
\ExtractX{$(demb4.south)$} \ExtractX{$(demb4.south)$}
\ExtractY{$(decwordin.base)$} \ExtractY{$(decwordin.base)$}
\node[wordnode,anchor=base,font=\scriptsize] () at (\XCoord,\YCoord) {fine}; \node[wordnode,anchor=base,font=\footnotesize] () at (\XCoord,\YCoord) {fine};
% Decoder output words % Decoder output words
\node[wordnode,above=0pt of softmax1,font=\scriptsize] (decwordout1) {I}; \node[wordnode,above=0pt of softmax1,font=\footnotesize] (decwordout1) {I};
\ExtractX{$(softmax2.north)$} \ExtractX{$(softmax2.north)$}
\ExtractY{$(decwordout1.base)$} \ExtractY{$(decwordout1.base)$}
\node[wordnode,anchor=base,font=\scriptsize] (decwordout2) at (\XCoord,\YCoord) {am}; \node[wordnode,anchor=base,font=\footnotesize] (decwordout2) at (\XCoord,\YCoord) {am};
\ExtractX{$(softmax3.north)$} \ExtractX{$(softmax3.north)$}
\ExtractY{$(decwordout1.base)$} \ExtractY{$(decwordout1.base)$}
\node[wordnode,anchor=base,font=\scriptsize] (decwordout3) at (\XCoord,\YCoord) {fine}; \node[wordnode,anchor=base,font=\footnotesize] (decwordout3) at (\XCoord,\YCoord) {fine};
\ExtractX{$(softmax4.north)$} \ExtractX{$(softmax4.north)$}
\ExtractY{$(decwordout1.base)$} \ExtractY{$(decwordout1.base)$}
\node[wordnode,anchor=base,font=\scriptsize] (decwordout4) at (\XCoord,\YCoord) {$\langle$eos$\rangle$}; \node[wordnode,anchor=base,font=\footnotesize] (decwordout4) at (\XCoord,\YCoord) {$\langle$eos$\rangle$};
%大括号 %大括号
\draw[decorate,thick,decoration={brace}]([xshift=0.0em,yshift=1.3em]softmax1.north west) --([xshift=0.0em,yshift=1.3em]softmax4.north east) node [font=\scriptsize,xshift=-3.8em,yshift=1.0em,align=center](label1) {解码器}; \draw[decorate,thick,decoration={brace}]([xshift=0.0em,yshift=1.3em]softmax1.north west) --([xshift=0.0em,yshift=1.3em]softmax4.north east) node [font=\footnotesize,xshift=-3.8em,yshift=1.0em,align=center](label1) {解码器};
% Connections % Connections
\draw[-latex'] (init.east) to (enc1.west); \draw[-latex'] (init.east) to (enc1.west);
...@@ -92,41 +86,8 @@ ...@@ -92,41 +86,8 @@
} }
\coordinate (bridge) at ([yshift=-1.15\base]demb2); \coordinate (bridge) at ([yshift=-1.15\base]demb2);
\draw[-latex'] (enc4.east) -- (dec1.west); \draw[-latex'] (enc4.east) -- (dec1.west);
\node[] at ([xshift=1.5cm]dec4.east){};
\end{scope} \end{scope}
\end{tikzpicture} \end{tikzpicture}
\ No newline at end of file
...@@ -62,8 +62,8 @@ ...@@ -62,8 +62,8 @@
\node [rectangle,inner sep=0.7em,rounded corners=1pt,very thick,dotted,draw=ugreen!70] [fit = (sa1) (res1) (ffn1) (res2)] (box0) {}; \node [rectangle,inner sep=0.7em,rounded corners=1pt,very thick,dotted,draw=ugreen!70] [fit = (sa1) (res1) (ffn1) (res2)] (box0) {};
\node [rectangle,inner sep=0.7em,rounded corners=1pt,very thick,dotted,draw=red!60] [fit = (sa2) (res3) (res5)] (box1) {}; \node [rectangle,inner sep=0.7em,rounded corners=1pt,very thick,dotted,draw=red!60] [fit = (sa2) (res3) (res5)] (box1) {};
\node [ugreen] (count) at ([xshift=-1.7em,yshift=-1em]encoder.south) {$6\times$}; \node [ugreen,font=\scriptsize] (count) at ([xshift=-1.5em,yshift=-1em]encoder.south) {$6\times$};
\node [red] (count) at ([xshift=11em,yshift=0em]decoder.south) {$\times 6$}; \node [red,font=\scriptsize] (count) at ([xshift=10.8em,yshift=0em]decoder.south) {$\times 6$};
\end{scope} \end{scope}
\end{tikzpicture} \end{tikzpicture}
\ No newline at end of file
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