diff --git a/grobid-trainer/src/main/java/org/grobid/trainer/FulltextTrainer.java b/grobid-trainer/src/main/java/org/grobid/trainer/FulltextTrainer.java
index 91925769cd..ca2c2c2efb 100755
--- a/grobid-trainer/src/main/java/org/grobid/trainer/FulltextTrainer.java
+++ b/grobid-trainer/src/main/java/org/grobid/trainer/FulltextTrainer.java
@@ -22,7 +22,7 @@ public FulltextTrainer() {
     }
 
     public FulltextTrainer(GrobidModels.Flavor modelFlavor) {
-        super(GrobidModels.getModelFlavor(GrobidModels.SEGMENTATION, modelFlavor));
+        super(GrobidModels.getModelFlavor(GrobidModels.FULLTEXT, modelFlavor));
         flavor = modelFlavor;
     }
 
@@ -251,16 +251,28 @@ public boolean accept(File dir, String name) {
         return totalExamples;					
 	}
 
-    /**
-     * Command line execution.
-     *
-     * @param args Command line arguments.
-     * @throws Exception 
-     */
+
     public static void main(String[] args) throws Exception {
-    	GrobidProperties.getInstance();
-        AbstractTrainer.runTraining(new FulltextTrainer());
-        System.out.println(AbstractTrainer.runEvaluation(new FulltextTrainer()));
+        // if we have a parameter, it gives the flavor refinement to consider
+        GrobidModels.Flavor theFlavor = null;
+        if (args.length > 0) {
+            String flavor = args[0];
+            theFlavor = GrobidModels.Flavor.fromLabel(flavor);
+            if (theFlavor == null) {
+                System.out.println("Warning, the flavor is not recognized, " +
+                    "must one one of [article/light, article/light-ref, sdo/ietf], " +
+                    "defaulting training with no flavor...");
+            }
+        }
+
+        GrobidProperties.getInstance();
+        if (theFlavor == null) {
+            AbstractTrainer.runTraining(new FulltextTrainer());
+            System.out.println(AbstractTrainer.runEvaluation(new FulltextTrainer()));
+        } else {
+            AbstractTrainer.runTraining(new FulltextTrainer(theFlavor));
+            System.out.println(AbstractTrainer.runEvaluation(new FulltextTrainer(theFlavor)));
+        }
         System.exit(0);
     }
-}	
\ No newline at end of file
+}
\ No newline at end of file