emnlp emnlp2010 emnlp2010-13 emnlp2010-13-reference knowledge-graph by maker-knowledge-mining
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Author: Gabor Angeli ; Percy Liang ; Dan Klein
Abstract: Percy Liang UC Berkeley Berkeley, CA 94720 pliang@cs.berkeley.edu Dan Klein UC Berkeley Berkeley, CA 94720 klein@cs.berkeley.edu We operate in a setting in which we are only given examples consisting of (i) a set of database records We present a simple, robust generation system which performs content selection and surface realization in a unified, domain-independent framework. In our approach, we break up the end-to-end generation process into a sequence of local decisions, arranged hierarchically and each trained discriminatively. We deployed our system in three different domains—Robocup sportscasting, technical weather forecasts, and common weather forecasts, obtaining results comparable to state-ofthe-art domain-specific systems both in terms of BLEU scores and human evaluation.