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The Pearson and Spearman correlation values shown

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AcknowledgementsDespite deciding to develop our own software library to implement all the IC-based models and measures evaluated in this A-966492 work, we would like to express our gratitude to Sébastien Harispe, who provided us the source code of the SML library, offering his total support. Mohamed Hadj Taieb kindly offered us his total support to replicate their similarity measure exactly. Ted Pedersen kindly answered all our questions and provided us with the WordNet-based frequency files used to build all the corpus-based IC models used in our experiments. Giuseppe Pirró and Rajendra Banjade kindly answered all our questions to clarify the wood corpus-based IC models used in their experiments. Alexis Moreno-Pulido helped us to find some old papers. Mark Hallett reviewed the english translation. Finally, we would like to thank the anonymous reviewers whose comments have improved the quality of the paper. To all of them, we would like to express our most sincere gratitude. This work has been partially supported by the Spanish VOXPOPULI(TIN2013-47090-C3-1-P) Project.

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