diff --git a/README.md b/README.md
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+++ b/README.md
@@ -6,7 +6,7 @@ MIPLearn
 
 **MIPLearn** is an extensible framework for **Learning-Enhanced Mixed-Integer Optimization**, an approach targeted at discrete optimization problems that need to be repeatedly solved with only minor changes to input data.
 
-The package uses Machine Learning (ML) to automatically identify patterns in previously solved instances of the problem, or in the solution process itself, and produces hints that can guide a conventional MIP solver towards the optimal solution faster. For particular classes of problems, this approach has been shown to provide significant performance benefits (see [benchmarks](https://anl-ceeesa.github.io/MIPLearn/dev/problems/) and [references](https://anl-ceeesa.github.io/MIPLearn/dev/about/)).
+The package uses Machine Learning (ML) to automatically identify patterns in previously solved instances of the problem, or in the solution process itself, and produces hints that can guide a conventional MIP solver towards the optimal solution faster. For particular classes of problems, this approach has been shown to provide significant performance benefits (see [benchmarks](https://anl-ceeesa.github.io/MIPLearn/0.1/problems/) and [references](https://anl-ceeesa.github.io/MIPLearn/0.1/about/)).
 
 Features
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