... descrip-tions for images associated with on-line articles.Obtaining training data in this setting does not re-quire expensive manual annotation as many ar-ticles are published together with captioned ... creating descriptions for the images associ-ated with their articles. Beyond image retrieval, itcould increase the accessibility of the web for vi-sually impaired (blind and partially sighted) ... models. In T. Landauer, D. Mc-Namara, S Dennis, and W Kintsch, editors, A Handbook of Latent Semantic Analysis, Psy-chology Press.Vailaya, Aditya, M´ario A. T. Figueiredo, Anil K.Jain, and...