diff --git a/poet_2v_5s.prj b/poet_2v_5s.prj
new file mode 100644
index 0000000..2c7974f
--- /dev/null
+++ b/poet_2v_5s.prj
@@ -0,0 +1,132 @@
+{
+	"stack" : 
+	{
+		"layers" : 
+		[
+			{
+				"id" : 0,
+				"name" : "Layer",
+				"numContext" : 256,
+				"numHidden" : 256,
+				"numVisibleX" : 37,
+				"numVisibleY" : 2,
+				"rbm" : 
+				{
+					"params" : 
+					{
+						"doRaoBlackwell" : 1,
+						"doSampleBatch" : 0,
+						"gibbsDoSampleHidden" : 0,
+						"gibbsDoSampleVisible" : 0,
+						"learningRate" : 0.10000000000000001,
+						"miniBatchSize" : 1000,
+						"momentum" : 0.5,
+						"numEpochs" : 1000,
+						"numGibbs" : 1,
+						"weightDecay" : 0.0
+					}
+				}
+			},
+			{
+				"id" : 1,
+				"name" : "Layer",
+				"numContext" : 256,
+				"numHidden" : 256,
+				"numVisibleX" : 37,
+				"numVisibleY" : 2,
+				"rbm" : 
+				{
+					"params" : 
+					{
+						"doRaoBlackwell" : 1,
+						"doSampleBatch" : 0,
+						"gibbsDoSampleHidden" : 0,
+						"gibbsDoSampleVisible" : 0,
+						"learningRate" : 0.10000000000000001,
+						"miniBatchSize" : 1000,
+						"momentum" : 0.5,
+						"numEpochs" : 1000,
+						"numGibbs" : 1,
+						"weightDecay" : 0.0
+					}
+				}
+			},
+			{
+				"id" : 2,
+				"name" : "Layer",
+				"numContext" : 256,
+				"numHidden" : 256,
+				"numVisibleX" : 37,
+				"numVisibleY" : 2,
+				"rbm" : 
+				{
+					"params" : 
+					{
+						"doRaoBlackwell" : 1,
+						"doSampleBatch" : 0,
+						"gibbsDoSampleHidden" : 0,
+						"gibbsDoSampleVisible" : 0,
+						"learningRate" : 0.10000000000000001,
+						"miniBatchSize" : 1000,
+						"momentum" : 0.5,
+						"numEpochs" : 1000,
+						"numGibbs" : 1,
+						"weightDecay" : 0.0
+					}
+				}
+			},
+			{
+				"id" : 3,
+				"name" : "Layer",
+				"numContext" : 256,
+				"numHidden" : 256,
+				"numVisibleX" : 37,
+				"numVisibleY" : 2,
+				"rbm" : 
+				{
+					"params" : 
+					{
+						"doRaoBlackwell" : 1,
+						"doSampleBatch" : 0,
+						"gibbsDoSampleHidden" : 0,
+						"gibbsDoSampleVisible" : 0,
+						"learningRate" : 0.10000000000000001,
+						"miniBatchSize" : 1000,
+						"momentum" : 0.5,
+						"numEpochs" : 1000,
+						"numGibbs" : 1,
+						"weightDecay" : 0.0
+					}
+				}
+			},
+			{
+				"id" : 4,
+				"name" : "Layer",
+				"numContext" : 256,
+				"numHidden" : 256,
+				"numVisibleX" : 37,
+				"numVisibleY" : 2,
+				"rbm" : 
+				{
+					"params" : 
+					{
+						"doRaoBlackwell" : 1,
+						"doSampleBatch" : 0,
+						"gibbsDoSampleHidden" : 0,
+						"gibbsDoSampleVisible" : 0,
+						"learningRate" : 0.10000000000000001,
+						"miniBatchSize" : 1000,
+						"momentum" : 0.5,
+						"numEpochs" : 1000,
+						"numGibbs" : 1,
+						"weightDecay" : 0.0
+					}
+				}
+			}
+		],
+		"name" : "poet_2v_5s",
+		"numContext" : 256,
+		"type" : 2,
+		"type_string" : "Rnn"
+	}
+}
\ No newline at end of file
diff --git a/source/poet.cpp b/source/poet.cpp
index 2333ced..9efb219 100644
--- a/source/poet.cpp
+++ b/source/poet.cpp
@@ -36,7 +36,7 @@ class RbmListener : public Rbm::IListener
 
 
 #define CREATE_TRAINING		0
-#define DO_TRAINING			1
+#define DO_TRAINING			0
 #define DO_FORWARD			1
 
 int main()
@@ -91,7 +91,7 @@ int main()
 	arma::mat next;
 	std::string curr_str;
 	std::string next_str;
-	for (int i=0; i < t_vc.n_rows; i++)
+	for (int i=0; i < t_vc.n_rows-50; i++)
 	{
 		curr = stack->to_curr(t_vc.row(i));
 		curr_str.append(1,RnnTextHelper::idx2ch(curr.index_max()));
@@ -102,7 +102,7 @@ int main()
 	cout << "Curr: " << curr_str << std::endl;
 	cout << "Next: " << next_str << std::endl;
 	
-	for (int i=0; i < 430; i++)
+	for (int i=0; i < 120; i++)
 	{
 		curr = next;
 		curr_str.append(1,RnnTextHelper::idx2ch(curr.index_max()));