<cite>Elliott and Keller (2013)</cite> generated two-sentence descriptions for each of the test images using four variants of a slot-filling model, and collected five human judgements of the semantic correctness and grammatical correctness of the description on a scale of 1-5 for each imagedescription pair, resulting in a total of 2,042 human judgement-description pairings.