Deep learning for language understanding of mental health concepts derived from Cognitive Behavioural Therapy. - Lina Maria Rojas-Barahona; Bo-Hsiang Tseng; Yinpei Dai; Clare Mansfield; Osman Ramadan; Stefan Ultes; Michael Crawford; Milica Gasic (Louhi@EMNLP, 2018)

Large-Scale Multi-Domain Belief Tracking with Knowledge Sharing. - Osman Ramadan; Pawel Budzianowski; Milica Gasic (ACL (2), 2018)

MultiWOZ - A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modelling. - Pawel Budzianowski; Tsung-Hsien Wen; Bo-Hsiang Tseng; Iñigo Casanueva; Stefan Ultes; Osman Ramadan; Milica Gasic (EMNLP, 2018)

Privacy Analysis in Language Models via Training Data Leakage Report. - Huseyin A. Inan; Osman Ramadan; Lukas Wutschitz; Daniel Jones; Victor Rühle; James Withers; Robert Sim (CoRR, 2021)

N-grams Bayesian Differential Privacy. - Osman Ramadan; James Withers; Douglas Orr (CoRR, 2021)