Our implementation of the reference-based approach ("ref" in §4) uses SVR to estimate a model to predict human scores from various measures of the similarity between the response and information from the scoring guidelines provided to the human scorers.
also, the models with response-based features outperform those with just reference-based features, as observed previously by Heilman and Madnani (2013).