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The ESP game belongs to the genre called Games with a Purpose (GWAP), which leverage people's desire to be entertained and also outsource certain steps of the computational process to humans. The productivity of ESP-like GWAP systems depends to a great extent on the puzzle selection strategy used in the system. Although traditional approaches seek to determine the optimal number of agreements reached...