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diff --git a/README.md b/README.md
index 3df18f5..662b8a8 100644
--- a/README.md
+++ b/README.md
@@ -67,7 +67,7 @@ table of inputs reflecting the structure of the nested table of
 modules given as argument to DAG:setInput (respectively DAG:setOutput)
 
 So for instance, in the example above, the model expects a tensor as
-input, since it is the input to the module a, and its output will is a
+input, since it is the input to the module a, and its output is a
 table composed of two tensors, corresponding to the outputs of d and e
 respectively.
 
@@ -88,9 +88,10 @@ calling it n-1 times on the pairs of successive arguments.
 
 ### nn.DAG:setInput(i) ###
 
-Defines the content and structure of the input. The argument should be
+Define the content and structure of the input. The argument should be
 either a module, or a (nested) table of modules. The input to the DAG
-should be a (nested) table of inputs, with the corresponding structure.
+should be a (nested) table of inputs, with the corresponding
+structure.
 
 ### nn.DAG:setOutput(o) ###
 
@@ -98,7 +99,7 @@ Similar to DAG:setInput().
 
 ### nn.DAG:print() ###
 
-Prints the list of nodes.
+Print the list of nodes.
 
 ### nn.DAG:saveDot(filename) ###