5 files changed, 1399 insertions, 6 deletions
diff --git a/report/morphology/morphology.tex b/report/morphology/morphology.tex
index a7287801..80ce9fe2 100644
--- a/report/morphology/morphology.tex
+++ b/report/morphology/morphology.tex
@@ -269,7 +269,7 @@ In general, it is also clear that the alignment of the segmented sentence pair i
   \subfigure[Before segmentation]{\includegraphics[scale=1]{morphology/al_orig}}
   \hspace{10mm}
   \subfigure[After segmentation]{\includegraphics[scale=1]{morphology/al_segm}}
-  \caption{Alignment errors increase under segmentation. (English: \glossa{Nothing may be changed about that.})}
+  \caption{Alignment errors increase under segmentation. (English: {\emph Nothing may be changed about that.})}
   \label{fig:m_alignment_error}
 \end{figure}
 
diff --git a/report/np_clustering.tex b/report/np_clustering.tex
index 41afc4b9..55910b53 100644
--- a/report/np_clustering.tex
+++ b/report/np_clustering.tex
@@ -58,12 +58,19 @@ c_{-1}c_1 |& z & \sim \phi^{\textrm{\emph{inner}}}_z \\
 
 \section{Inference}
 
-Inference in the nonparametric clustering models was performed using Gibbs sampling \citep{geman:1984}, with the continuous parameters ($\theta_{\p}$, $\phi_z$, etc.) integrated out \citep{blunsom:2009}.  For the experiments reported below, we sampled for 1,000 iterations.  The initial state of the sampler was created by assigning every context in a phrase entirely to a random category.
-
-Values for the PYP hyperparameters were resampled after every 10 samples of the Gibbs sampler using the range doubling slice sampling technique \citep{neal:2000,johnson:2009}.
+Inference in the nonparametric clustering models was performed using Gibbs sampling \citep{geman:1984}, with the continuous parameters ($\theta_{\p}$, $\phi_z$, etc.) integrated out \citep{blunsom:2009}.  For the experiments reported below, we sampled for 1,000 iterations.  The initial state of the sampler was created by assigning every context in a phrase entirely to a random category. Values for the PYP hyperparameters were resampled after every 10 samples of the Gibbs sampler using the range doubling slice sampling technique \citep{neal:2000,johnson:2009}. Figure~\ref{fig:llh} shows the log-likelihood of the model measured after every 10 samples on an example run of the Urdu-English data with two different numbers of categories.
 
 The final sample drawn from the model was used to estimate $p(z|\textbf{c},\p)$, and each phrase occurrence was labelled with the $z$ that maximized this probability.
 
+\begin{figure}
+\begin{center}
+\includegraphics[scale=0.75]{pyp_clustering/llh.pdf}
+\vspace{-0.3cm}
+\end{center}
+\caption{Log-likelihood versus number of samples with 10 categories (red circles) and 25 categories (blue diamonds) on the Urdu data, 1 target word on either side, hierarchical $\theta_0$, uniform $\phi_0$.}
+\label{fig:llh}
+\end{figure}
+
 \section{Experiments}
 
 This section reports a number of experiments carried out to test the quality of the grammars learned using our nonparametric cluster models.  We evaluate them primarily in terms of their performance on translation tasks.  Translation quality evaluation is reported using case-insensitive \textsc{bleu} \citep{bleu} with the number of references used depending on the experimental condition (refer to details in the discussion of the corpora used below).
@@ -109,7 +116,7 @@ Random ($K=25$) & 55.4 & 19.7 \\
 Random ($K=50$) &  55.3 & 19.6 \\
 \hline
 Supervised \citep{samt} & 57.8 & 24.5 \\
-POS-only & TODO & 22.3 \\
+POS-only & 56.2 & 22.3 \\
 \end{tabular}
 \end{center}
 \label{tab:npbaselines}
@@ -127,7 +134,7 @@ Because the margin of improvement from the 1-category baseline to the supervised
 \hline
 Single category (baseline) & 57.0 & 21.1 \\
 \hline
-$K=10$ & 56.4 & \\
+$K=10$ & 56.4 & 21.2 \\
 $K=25$ & 57.5 & 22.0 \\
 $K=50$ & 56.2 & \\
 \end{tabular}
diff --git a/report/pyp_clustering/llh.R b/report/pyp_clustering/llh.R
new file mode 100644
index 00000000..907fc647
--- /dev/null
+++ b/report/pyp_clustering/llh.R
@@ -0,0 +1,6 @@
+data <- read.table("/Users/redpony/ws10smt/report/pyp_clustering/llh.dat", sep=" ", header=TRUE)
+attach(data)
+pdf("llh.pdf")
+plot(Samples,C25,type="o",pch=23,col="blue",ylab="LLH")
+lines(Samples,C10,type="o",col="red")
+dev.off()
diff --git a/report/pyp_clustering/llh.dat b/report/pyp_clustering/llh.dat
new file mode 100644
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@@ -0,0 +1,101 @@
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