diff --git a/UD_fr-GSD/eval/experiences.txt b/UD_fr-GSD/eval/experiences.txt
index 91e93a1eb30eb2fe4807824a5bfdb2c7949a4096..cf98828e30078e87fa74b7ea7f06f7c0866edbab 100644
--- a/UD_fr-GSD/eval/experiences.txt
+++ b/UD_fr-GSD/eval/experiences.txt
@@ -53,3 +53,16 @@ tool                        POS        MORPHO     LEMMA      GOV        LABEL|GO
 
 morpho_corr_pred     100.00%    96.54%     
 
+morpho               100.00%    94.80%
+morpho_corr          100.00%    97.28%
+morpho_corr_better   100.00%    97.62%
+
+7 iter :
+morpho_corr_batched  100.00%    97.75%     
+8 iter :
+morpho_corr_batched  100.00%    97.77%     
+
+15 iter :
+morpho_corr_batched  100.00%    97.74%     
+morpho_corr_form     100.00%    97.57%     
+
diff --git a/UD_fr-GSD/morpho/error_morpho.cla b/UD_fr-GSD/morpho/error_morpho.cla
index a618cfbb621daf735581fb031dd4faba7310b9fc..51d20a3f0bae47e59c2f9df679b7c679bf4f3d73 100644
--- a/UD_fr-GSD/morpho/error_morpho.cla
+++ b/UD_fr-GSD/morpho/error_morpho.cla
@@ -4,4 +4,4 @@ Oracle : none
 Feature Model : error_morpho.fm
 Action Set : error_morpho.as
 Topology : M(500,RELU,0.3)
-Batchsize : 1
+Batchsize : 10
diff --git a/UD_fr-GSD/morpho/morpho.fm b/UD_fr-GSD/morpho/morpho.fm
index d52d03c318f202dcdf87ba610183a43dab2db23d..f86d4b7ebd60d047f52e14e62952abf51c10e24d 100644
--- a/UD_fr-GSD/morpho/morpho.fm
+++ b/UD_fr-GSD/morpho/morpho.fm
@@ -16,7 +16,7 @@ b.-2#MORPHO
 # UPPERCASE
 b.0#FORM.U
 #b.1#FORM.U
-# UPPERCASE
+# LENGTH
 b.0#FORM.LEN
 # SUFFIXES
 b.0#FORM.PART.-4.-4
diff --git a/UD_fr-GSD/tagger/tagger.cla b/UD_fr-GSD/tagger/tagger.cla
index a9a284ffe3bed83640fd4fb5ca0776469b2c62e2..12f8435a7a10982b351b3173739034b51a412caa 100644
--- a/UD_fr-GSD/tagger/tagger.cla
+++ b/UD_fr-GSD/tagger/tagger.cla
@@ -3,4 +3,4 @@ Type : Prediction
 Oracle : tagger
 Feature Model : tagger.fm
 Action Set : tagger.as
-Topology : (300,RELU,0.3)
+Topology : M(300,RELU,0.3)
diff --git a/UD_fr-GSD/tagger/tagger.fm b/UD_fr-GSD/tagger/tagger.fm
index 62c271fc337f7a5ab615f23beba82c564912d8ce..699fb765ef252d9b975ce69dcdf88497e9096fb8 100644
--- a/UD_fr-GSD/tagger/tagger.fm
+++ b/UD_fr-GSD/tagger/tagger.fm
@@ -1,35 +1,124 @@
 # Features classiques
-b.-3.POS
-b.-2.POS
-b.-1.POS
-b.-1.SGN
-b.0.FORM.fasttext
-b.0.FORM.U
-b.0.FORM.LEN
-b.0.SGN
-# Suffixes 
-b.0.FORM.PART.-1
-b.0.FORM.PART.-2
-b.0.FORM.PART.-3
-b.0.FORM.PART.-4
-b.0.FORM.PART.0
-b.0.FORM.PART.1
-b.0.FORM.PART.2
-b.0.FORM.PART.3
-# Features sur les mots du futur
-b.1.FORM.fasttext
-b.1.SGN
-b.2.FORM.fasttext
-b.2.SGN
-# Features de correction d'erreur
-#b.1.POS
-#b.1.MORPHO
-#b.1.GOV
-#b.1.LABEL
-#Features methode incrementale
-#b.0.ldep.LABEL
-#s.0.ldep.LABEL
-#s.1.ldep.LABEL
-#s.0.EOS
-#s.0.MORPHO
-#b.0.DIST.s.0
+# FORM
+b.0#FORM.fasttext
+b.1#FORM.fasttext
+b.2#FORM.fasttext
+b.-1#FORM.fasttext
+b.-2#FORM.fasttext
+# POS
+b.-1#POS
+b.-2#POS
+b.-3#POS
+# SIGNATURES
+b.-1#SGN
+b.0#SGN
+b.1#SGN
+b.2#SGN
+# UPPERCASE
+b.0#FORM.U
+b.1#FORM.U
+# UPPERCASE
+b.0#FORM.LEN
+# SUFFIXES
+b.0#FORM.PART.-4.-4
+b.0#FORM.PART.-3.-3
+b.0#FORM.PART.-2.-2
+b.0#FORM.PART.-1.-1
+b.0#FORM.PART.0.0
+b.0#FORM.PART.1.1
+b.0#FORM.PART.2.2
+b.0#FORM.PART.3.3
+# ERROR CORRECTION
+#b.1#POS
+#b.1.ldep#FORM.fasttext
+#b.1.ldep#POS
+#b.1.ldep#MORPHO
+#b.1.ldep#LABEL
+#b.1#LABEL
+#b.1.gov#POS
+#b.1.gov#MORPHO
+#b.2#POS
+#b.2.ldep#FORM.fasttext
+#b.2.ldep#POS
+#b.2.ldep#MORPHO
+#b.2.ldep#LABEL
+#b.2#LABEL
+#b.2.gov#POS
+#b.2.gov#MORPHO
+#b.3#POS
+#b.3.ldep#FORM.fasttext
+#b.3.ldep#POS
+#b.3.ldep#MORPHO
+#b.3.ldep#LABEL
+#b.3#LABEL
+#b.3.gov#POS
+#b.3.gov#MORPHO
+#b.4#POS
+#b.4.ldep#FORM.fasttext
+#b.4.ldep#POS
+#b.4.ldep#MORPHO
+#b.4.ldep#LABEL
+#b.4#LABEL
+#b.4.gov#POS
+#b.4.gov#MORPHO
+# Features methode incrementale
+#s.0#FORM.fasttext
+#s.1#FORM.fasttext
+#s.2#FORM.fasttext
+#s.0.ldep#FORM.fasttext
+#s.1.ldep#FORM.fasttext
+#s.1.rdep#FORM.fasttext
+#s.0.ldep.ldep#FORM.fasttext
+#s.1.ldep.ldep#FORM.fasttext
+#s.1.rdep.rdep#FORM.fasttext
+#s.0.l2dep#FORM.fasttext
+#s.1.l2dep#FORM.fasttext
+#s.1.r2dep#FORM.fasttext
+#s.0#POS
+#s.1#POS
+#s.2#POS
+#s.0.ldep#POS
+#s.1.ldep#POS
+#s.1.rdep#POS
+#s.0.ldep.ldep#POS
+#s.1.ldep.ldep#POS
+#s.1.rdep.rdep#POS
+#s.0.l2dep#POS
+#s.1.l2dep#POS
+#s.1.r2dep#POS
+#s.0#MORPHO
+#s.1#MORPHO
+#s.2#MORPHO
+#s.0.ldep#MORPHO
+#s.1.ldep#MORPHO
+#s.1.rdep#MORPHO
+#s.0.ldep.ldep#MORPHO
+#s.1.ldep.ldep#MORPHO
+#s.0.l2dep#MORPHO
+#s.1.l2dep#MORPHO
+#s.1.r2dep#MORPHO
+#s.0.ldep#LABEL
+#s.1.ldep#LABEL
+#s.1.rdep#LABEL
+#s.0.ldep.ldep#LABEL
+#s.1.ldep.ldep#LABEL
+#s.1.rdep.rdep#LABEL
+#s.0.l2dep#LABEL
+#s.1.l2dep#LABEL
+#s.1.r2dep#LABEL
+#s.0#DIST.s.1
+#s.1#nbr
+#s.0#nbl
+#s.1#nbl
+#b.-1#MORPHO
+#b.-2#MORPHO
+#b.-2#LABEL
+#b.-1#LABEL
+#s.0#LABEL
+#s.1#LABEL
+#b.-1.gov#POS
+#b.-1.gov#MORPHO
+#s.0.gov#POS
+#s.0.gov#MORPHO
+#s.1.gov#POS
+#s.1.gov#MORPHO