diff --git a/UD_any/tagparser_incr/machine.rm b/UD_any/tagparser_incr/machine.rm
index 37d82b97b1397d566f7c5f333fbcc0cdde1fc2a1..04a60dbcd5de48961d7d2a0f1d2d867bd396996e 100644
--- a/UD_any/tagparser_incr/machine.rm
+++ b/UD_any/tagparser_incr/machine.rm
@@ -3,14 +3,14 @@ Classifier : tagparser
 {
 	Transitions : {tagger,data/tagger.ts morpho,data/morpho_parts.ts parser,data/parser.ts segmenter,data/segmenter.ts}
 	Network type : Modular
-	StateName : States{tagger morpho parser segmenter} Out{128}
-	Context : Buffer{-3 -2 -1 0 1 2} Stack{} Columns{FORM UPOS} GRU{1 1 0 1} In{64} Out{128}
-	Focused : Column{ID} NbElem{1} Buffer{-1 0 1 2} Stack{2 1 0} GRU{1 1 0 1} In{64} Out{128}
-	Focused : Column{FORM} NbElem{10} Buffer{-1 0 1 2} Stack{2 1 0} GRU{1 1 0 1} In{64} Out{128}
-	Focused : Column{FEATS} NbElem{10} Buffer{-1 0} Stack{2 1 0} GRU{1 1 0 1} In{64} Out{128}
-	Focused : Column{EOS} NbElem{1} Buffer{-1} Stack{} GRU{1 1 0 1} In{64} Out{128}
-	Focused : Column{DEPREL} NbElem{1} Buffer{} Stack{2 1 0} GRU{1 1 0 1} In{64} Out{128}
-	DepthLayerTree : Columns{DEPREL} Buffer{} Stack{2 1 0} LayerSizes{3} GRU{1 1 0.0 1} In{64} Out{128}
+	StateName : States{tagger morpho parser segmenter} Out{64}
+	Context : Buffer{-3 -2 -1 0 1 2} Stack{} Columns{FORM UPOS} GRU{1 1 0 1} In{64} Out{64}
+	Focused : Column{ID} NbElem{1} Buffer{-1 0 1 2} Stack{2 1 0} GRU{1 1 0 1} In{64} Out{64}
+	Focused : Column{FORM} NbElem{10} Buffer{-1 0 1 2} Stack{2 1 0} GRU{1 1 0 1} In{64} Out{64}
+	Focused : Column{FEATS} NbElem{10} Buffer{-1 0} Stack{2 1 0} GRU{1 1 0 1} In{64} Out{64}
+	Focused : Column{EOS} NbElem{1} Buffer{-1} Stack{} GRU{1 1 0 1} In{64} Out{64}
+	Focused : Column{DEPREL} NbElem{1} Buffer{} Stack{2 1 0} GRU{1 1 0 1} In{64} Out{64}
+	DepthLayerTree : Columns{DEPREL} Buffer{} Stack{2 1 0} LayerSizes{3} GRU{1 1 0.0 1} In{64} Out{64}
 	InputDropout : 0.3
 	MLP : {2048 0.3}
 	End
diff --git a/UD_any/tagparser_seq/machine.rm b/UD_any/tagparser_seq/machine.rm
index efd6fef7b51de6323ebbd53cb20bb249ac07d3a1..7364977b36f05e1965750ffd8b1beed70f7bcfc9 100644
--- a/UD_any/tagparser_seq/machine.rm
+++ b/UD_any/tagparser_seq/machine.rm
@@ -3,14 +3,14 @@ Classifier : tagparser
 {
 	Transitions : {tagger,data/tagger.ts morpho,data/morpho_parts.ts parser,data/parser.ts segmenter,data/segmenter.ts}
 	Network type : Modular
-	StateName : States{tagger morpho parser segmenter} Out{128}
-	Context : Buffer{-3 -2 -1 0 1 2} Stack{} Columns{FORM UPOS} GRU{1 1 0 1} In{64} Out{128}
-	Focused : Column{ID} NbElem{1} Buffer{-1 0 1 2} Stack{2 1 0} GRU{1 1 0 1} In{64} Out{128}
-	Focused : Column{FORM} NbElem{10} Buffer{-1 0 1 2} Stack{2 1 0} GRU{1 1 0 1} In{64} Out{128}
-	Focused : Column{FEATS} NbElem{10} Buffer{-1 0 1 2} Stack{2 1 0} GRU{1 1 0 1} In{64} Out{128}
-	Focused : Column{EOS} NbElem{1} Buffer{-1} Stack{} GRU{1 1 0 1} In{64} Out{128}
-	Focused : Column{DEPREL} NbElem{1} Buffer{} Stack{2 1 0} GRU{1 1 0 1} In{64} Out{128}
-	DepthLayerTree : Columns{DEPREL} Buffer{} Stack{2 1 0} LayerSizes{3} GRU{1 1 0.0 1} In{64} Out{128}
+	StateName : States{tagger morpho parser segmenter} Out{64}
+	Context : Buffer{-3 -2 -1 0 1 2} Stack{} Columns{FORM UPOS} GRU{1 1 0 1} In{64} Out{64}
+	Focused : Column{ID} NbElem{1} Buffer{-1 0 1 2} Stack{2 1 0} GRU{1 1 0 1} In{64} Out{64}
+	Focused : Column{FORM} NbElem{10} Buffer{-1 0 1 2} Stack{2 1 0} GRU{1 1 0 1} In{64} Out{64}
+	Focused : Column{FEATS} NbElem{10} Buffer{-1 0 1 2} Stack{2 1 0} GRU{1 1 0 1} In{64} Out{64}
+	Focused : Column{EOS} NbElem{1} Buffer{-1} Stack{} GRU{1 1 0 1} In{64} Out{64}
+	Focused : Column{DEPREL} NbElem{1} Buffer{} Stack{2 1 0} GRU{1 1 0 1} In{64} Out{64}
+	DepthLayerTree : Columns{DEPREL} Buffer{} Stack{2 1 0} LayerSizes{3} GRU{1 1 0.0 1} In{64} Out{64}
 	InputDropout : 0.3
 	MLP : {2048 0.3}
 	End