



\section{
\label{training4.tex}
Training Step 4: Get Lexical Translation Table}


Given this alignment, it is quite straight-forward to estimate
a maximum likelihood lexical translation table. 
We estimate the {\em w(e$|$f)} as well as the inverse {\em w(f$|$e)} 
word translation table.
Here are the top translations for {\tt europa} into English:






\begin{SaveVerbatim}{myverb}
> grep ' europa ' model/lex.f2n | sort -nrk 3 | head
europe europa 0.8874152
european europa 0.0542998
union europa 0.0047325
it europa 0.0039230
we europa 0.0021795
eu europa 0.0019304
europeans europa 0.0016190
euro-mediterranean europa 0.0011209
europa europa 0.0010586
continent europa 0.0008718
\end{SaveVerbatim}
\begin{shaded}
\small
\UseVerbatim{myverb}
\end{shaded}






\begin{center}\textit{\small Subsection last  modified on July 14, 2006, at 01:15 AM}\end{center}
