We present PhrasIS, a benchmark dataset composed of natural occurring Phrase pairs with Inference and Similarity annotations for the evaluation of semantic representations. The described dataset fills the gap between word and sentence-level datasets, allowing to evaluate compositional models at a finer granularity than sentences. Contrary to other datasets, the phrase pairs are extracted from naturally occurring text in image captions and news headlines. All the text fragments have been annotated by experts following a rigorous process also described in the (...) manuscript achieving high inter annotator agreement. In this work we analyse the dataset, showing the relation between inference labels and similarity scores. With 10K phrase pairs split in development and test, the dataset is an excellent benchmark for testing meaning representation systems. (shrink)

Ethical youth work is ‘good' youth work but how do youth work practitioners collectively determine what is ‘good'? This article presents findings from four-country surveys of youth workers' attitudes and understandings of what constitutes ‘good', that is to say ‘ethical’ practice. The article presents the principles that youth workers say underpin ethical practice in Australia, Estonia, Iceland, and Ireland. The first three countries have well established Codes of Ethics and/or Practice and Professional Associations, while Ireland does not. A survey of (...) youth work practitioners funded by Erasmus Plus, was conducted across the four countries (n = 405). A comparative analysis of data across countries revealed consensus around key characteristics of youth work practice such as the participation, empowerment, and safety of young people. These core principles form the basis of good and ethical action by practitioners. In countries which have codified these principles, these Codes were reported to be useful tools to support practitioners in their work. The survey further suggests that reflective practice is important in the application of ethical codes to concrete practice situations acting as a form of collective accountability and praxis. To conclude, we consider the implications of these findings for professionalism, and professionalisation in youth work nationally and internationally. (shrink)