Because SLMs can be trained from only unlabeled text, they can be applied for ADS even when the relations of interest are not specified in advance <cite>(Downey et al., 2007)</cite> . In this paper, we show that an ADS technique based on SLMs is improved substantially when the language model it employs becomes more accurate.