Although L-LDA and Dep-LDA can identify label-specific topics on ISEAR, these models' one-to-one mapping of labels and topics makes them unsuitable in this evaluation.
l-lDA and Dep-lDA constraint each topic to words in certain documents with the same label, which renders their coherence scores being estimated by a subset of the corpus only.