Association for Computational Linguistics. In Proceedings of the 14th Linguistic Annotation Workshop, pages 1–12, Barcelona, Spain. Bayesian Methods for Semi-supervised Text Annotation. Anthology ID: 2020.law-1.1 Volume: Proceedings of the 14th Linguistic Annotation Workshop Month: December Year: 2020 Address: Barcelona, Spain Venue: LAW SIG: SIGANN Publisher: Association for Computational Linguistics Note: Pages: 1–12 Language: URL: DOI: Bibkey: miok-etal-2020-bayesian Cite (ACL): Kristian Miok, Gregor Pirs, and Marko Robnik-Sikonja. According to the results obtained from three hate speech detection experiments, the proposed Bayesian methods can improve the annotations and prediction performance of BERT models. A recently proposed Bayesian ensemble method helps us to combine the annotators’ labels with predictions of trained models. Using a Bayesian deep learning method, we can discover annotations that cannot be trusted and might require reannotation. To alleviate the problem, we propose two semi-supervised methods to guide the annotation process: a Bayesian deep learning model and a Bayesian ensemble method. This is especially the case if decisions are difficult, with high cognitive load, requires awareness of broader context, or careful consideration of background knowledge. As under the pressure of productivity annotators can assign different labels to a given text, the quality of produced annotations frequently varies. Some treatment methods are discussed in detail in some publications, as well, helping researchers and others to better understand some of the specifics of treatment options.Abstract Human annotations are an important source of information in the development of natural language understanding approaches. Furthermore, the list offers some informative texts that would be helpful to those whose family members, friends, or other loved ones are trying to cope with anxiety-related disorders.Ĭomposed by a reputable organization, the Anxiety and Depression Association of America, this list is a useful means of locating print resources to learn more about anxiety and how to help oneself, or others. It is useful for various age ranges, giving information for adults as well as how to help teens or young children. ![]() ![]() This site is a useful tool to find resources to help those dealing with anxiety-related issues, no matter what the disorder. ![]() Anxiety and Depression Association of America. Published by Cambridge Press, a respected and renowned publication, this scholarly article is highly informative, and the data considered reliable Six different disorders were studied using placebos to study the effects This article discusses the usage and effectiveness of various drugs in treatment for myriad psychiatric disorders, including anxiety. Magnitude of placebo response and drug-placebo differences across psychiatric disorders. The authors are highly knowledgeable in their field of practice making the source highly reliable Guilford Press is a publisher of many reputable books, both scholarly and in the self-help genre, that relate to psychology and psychiatry. This book outlines the method and its increased usage. 2007.ĭialectical Behavior Therapy, initially created as a means of treatment for those with bipolar disorder who showed suicidal tendencies, is now a more generalized method of treatment, established as effective for many psychological disorders. Dialectical Behavior Therapy in Clinical Practice: Applications across Disorders and Settings. This site is a useful tool to understand anxiety disorders and how they affect those suffering from them.ĭimeff, Linda, Koerner, Kelly, and Linehand, Marsha. There is information about research currently underway to help with these disorders.The National Institute of Mental Health is a renowned organization committed to the education of individuals on mental health issues as well as research and dissemination of information pertaining to all aspects of mental health. The site discusses how sufferers can get help and what resources are available. This is a comprehensive listing of anxiety-related disorders with descriptions of each disorder and narratives from those who have coped with the symptoms. The purpose of an annotated bibliography is to explain how you will use a source and your understanding of the information.
0 Comments
Leave a Reply. |
AuthorWrite something about yourself. No need to be fancy, just an overview. ArchivesCategories |