R. F. DeMara and H. Kitano, "PACE Benchmark Set," in Proceedings of the 1991 International Joint Conference on Artificial Intelligence (IJCAI'91) - Workshop on Parallel Processing for AI, pp. 517 - 520, Sydney, Australia, August 24 - 25, 1991. Abstract: We address architectural evaluation of massively parallel machines suitable for artificial intelligence. Our approach was to identify the impact of the specific algorithms features by measuring execution time on SNAP-1 and Connection Machine-2 using different knowledge base and machine configuration. Since a wide variety of parallel AI languages and processing architectures are currently in use, we developed a portable benchmark set for Parallel AI Computation Efficiency. PACE provides a representative set of processing workloads, knowledge base topologies, and performance indices. We also analyze speedup and scalability of fundamental AI operations in terms of the massively parallel paradigm.