Action languages have gained popularity as a means for declaratively describing planning domains. This paper overviews two action languages, the Boolean language B and its multi-valued counterpart B~MV. The paper analyzes some of the issues in using two alternative logic programming approaches (Answer Set Programming and Constraint Logic Programming over Finite Domains) for planning with B and B~MV specifications. In particular, the paper provides an experimental comparison between these alternative implementation approaches.
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