Original: SemEval (Semantic Evaluation) is an ongoing series of evaluations of computational semantic analysis systems; it evolved from the Senseval word sense evaluation series.
Simplified: SemEval (Semantic Evaluation) is a series of workshops that focus on evaluating computer systems that interpret the meaning of human language (aka Computational Semantic systems).