diff --git a/UD_any/tagmorpho/machine.rm b/UD_any/tagmorpho/machine.rm
index 5558e549e1e7677784256f76fc8620ce5e0a6ff7..116e6c47282cd566ffbe118082a6d756d2627ff4 100644
--- a/UD_any/tagmorpho/machine.rm
+++ b/UD_any/tagmorpho/machine.rm
@@ -3,10 +3,10 @@ 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} LSTM{1 3 0.1 0} In{128} Out{512}
-	Focused : Column{ID} NbElem{1} Buffer{-1 0} Stack{} LSTM{1 3 0.1 1} In{128} Out{256}
-	Focused : Column{FORM} NbElem{10} Buffer{-1 0} Stack{} LSTM{1 3 0.1 1} In{128} Out{256}
-	Focused : Column{FEATS} NbElem{10} Buffer{-1 0} Stack{} LSTM{1 3 0.1 1} In{128} Out{256}
+	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}
 	InputDropout : 0.3
 	MLP : {2048 0.3}
 	End