While<cite> Mihalcea and Tarau (2004)</cite> and our reimplementations use all of these gold-standard keyphrases in our evaluation, Hulth (2003) and Liu et al. address Table 3 : Original vs. re-implementation scores of TextRank 3 , and are confident that our implementation is correct.