diff --git a/UD_any/parser/machine.rm b/UD_any/parser/machine.rm
index a6a12ac762a7026d61300de312ea09db67dceb86..6813e09171c3a95193a11909dc37860d227aef61 100644
--- a/UD_any/parser/machine.rm
+++ b/UD_any/parser/machine.rm
@@ -3,13 +3,13 @@ Classifier : parser
 {
   Transitions : {parser,data/parser.ts}
 	Network type : Modular
-	Context : Unk{1} Buffer{-3 -2 -1 0 1 2} Stack{2 1 0} Columns{FORM UPOS} GRU{1 1 0.0 1} In{128} Out{512}
-	Focused : Column{ID} NbElem{1} Buffer{0} Stack{0} GRU{1 1 0.0 1} In{128} Out{256}
-	Focused : Column{EOS} NbElem{1} Buffer{-1 0} Stack{} GRU{1 1 0.0 1} In{128} Out{256}
-	Focused : Column{FORM} NbElem{10} Buffer{-1 0} Stack{2 1 0} GRU{1 1 0.0 1} In{128} Out{256}
-	Focused : Column{FEATS} NbElem{10} Buffer{-1 0} Stack{2 1 0} GRU{1 1 0.0 1} In{128} Out{256}
-	Focused : Column{DEPREL} NbElem{1} Buffer{} Stack{2 1 0} GRU{1 1 0.0 1} In{128} Out{256}
-	DepthLayerTree : Columns{DEPREL} Buffer{-1} Stack{2 1 0} LayerSizes{6} GRU{1 1 0.0 1} In{128} Out{128}
+	Context : Buffer{-3 -2 -1 0 1 2} Stack{2 1 0} Columns{FORM UPOS} GRU{1 1 0.0 1} In{128} Out{128}
+	Focused : Column{ID} NbElem{1} Buffer{0} Stack{0} GRU{1 1 0.0 1} In{128} Out{128}
+	Focused : Column{EOS} NbElem{1} Buffer{-1} Stack{} GRU{1 1 0.0 1} In{128} Out{128}
+	Focused : Column{FORM} NbElem{10} Buffer{-1 0 1} Stack{2 1 0} GRU{1 1 0.0 1} In{128} Out{128}
+	Focused : Column{FEATS} NbElem{10} Buffer{-1 0 1} Stack{2 1 0} GRU{1 1 0.0 1} In{128} Out{128}
+	Focused : Column{DEPREL} NbElem{1} Buffer{} Stack{2 1 0} GRU{1 1 0.0 1} In{128} Out{128}
+	DepthLayerTree : Columns{DEPREL} Buffer{} Stack{2 1 0} LayerSizes{3} GRU{1 1 0.0 1} In{128} Out{128}
 	InputDropout : 0.3
 	MLP : {2048 0.3}
 	End
diff --git a/UD_any/tagmorpho/machine.rm b/UD_any/tagmorpho/machine.rm
index 116e6c47282cd566ffbe118082a6d756d2627ff4..c0cfdc3831959dca56e40aa40c46d688b81116a3 100644
--- a/UD_any/tagmorpho/machine.rm
+++ b/UD_any/tagmorpho/machine.rm
@@ -3,10 +3,11 @@ Classifier : tagmorpho
 {
 	Transitions : {tagger,data/tagger.ts morpho,data/morpho_parts.ts}
 	Network type : Modular
-	Context : Buffer{-3 -2 -1 0 1 2} Stack{} Columns{FORM UPOS} GRU{1 1 0 1} In{128} Out{512}
-	Focused : Column{ID} NbElem{1} Buffer{-1 0} Stack{} GRU{1 1 0 1} In{128} Out{256}
-	Focused : Column{FORM} NbElem{10} Buffer{-1 0} Stack{} GRU{1 1 0 1} In{128} Out{256}
-	Focused : Column{FEATS} NbElem{10} Buffer{-1 0} Stack{} GRU{1 1 0 1} In{128} Out{256}
+	StateName : States{tagger morpho} Out{128}
+	Context : Buffer{-3 -2 -1 0 1 2} Stack{} Columns{FORM UPOS} GRU{1 1 0 1} In{128} Out{128}
+	Focused : Column{ID} NbElem{1} Buffer{-1 0} Stack{} GRU{1 1 0 1} In{128} Out{128}
+	Focused : Column{FORM} NbElem{10} Buffer{-1 0} Stack{} GRU{1 1 0 1} In{128} Out{128}
+	Focused : Column{FEATS} NbElem{10} Buffer{-1 0} Stack{} GRU{1 1 0 1} In{128} Out{128}
 	InputDropout : 0.3
 	MLP : {2048 0.3}
 	End