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-rw-r--r--examples/plot_optim_OTreg.py4
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diff --git a/examples/plot_optim_OTreg.py b/examples/plot_optim_OTreg.py
index 95bcdaf..b362662 100644
--- a/examples/plot_optim_OTreg.py
+++ b/examples/plot_optim_OTreg.py
@@ -4,8 +4,8 @@
Regularized OT with generic solver
==================================
-This example illustrate the use of the generic solver for regularized OT with
-user designed regularization term. It uses Conditional gradient as in [6] and
+Illustrates the use of the generic solver for regularized OT with
+user-designed regularization term. It uses Conditional gradient as in [6] and
generalized Conditional Gradient as proposed in [5][7].