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Automatically generating short summaries from users' online mental health posts could save counselors' reading time and reduce their fatigue so that they can provide timely responses to those seeking help for improving their mental state.…

Computation and Language · Computer Science 2023-02-03 Sajad Sotudeh , Nazli Goharian , Hanieh Deilamsalehy , Franck Dernoncourt

Medical Subject Heading (MeSH) indexing refers to the problem of assigning a given biomedical document with the most relevant labels from an extremely large set of MeSH terms. Currently, the vast number of biomedical articles in the PubMed…

Computation and Language · Computer Science 2022-04-29 Xindi Wang , Robert E. Mercer , Frank Rudzicz

The number of scientific papers grows exponentially in many disciplines. The share of online available papers grows as well. At the same time, the period of time for a paper to loose at chance to be cited anymore shortens. The decay of the…

Computation and Language · Computer Science 2016-01-11 Rustam Tagiew

Medical practitioners are rapidly adopting generative AI solutions for clinical documentation, leading to significant time savings and reduced stress. However, evaluating the quality of AI-generated documentation is a complex and ongoing…

Computation and Language · Computer Science 2024-09-26 Jon Oleson

The web contains large-scale, diverse, and abundant information to satisfy the information-seeking needs of humans. Through meticulous data collection, preprocessing, and curation, webpages can be used as a fundamental data resource for…

Computation and Language · Computer Science 2024-06-18 Zhipeng Xu , Zhenghao Liu , Yukun Yan , Zhiyuan Liu , Ge Yu , Chenyan Xiong

In order to address increasing demands of real-world applications, the research for knowledge-intensive NLP (KI-NLP) should advance by capturing the challenges of a truly open-domain environment: web-scale knowledge, lack of structure,…

The unprecedented growth of Internet users has resulted in an abundance of unstructured information on social media including health forums, where patients request health-related information or opinions from other users. Previous studies…

Computation and Language · Computer Science 2020-09-22 Shweta Yadav , Joy Prakash Sain , Amit Sheth , Asif Ekbal , Sriparna Saha , Pushpak Bhattacharyya

Over the last decade, health communities (known as forums) have evolved into platforms where more and more users share their medical experiences, thereby seeking guidance and interacting with people of the community. The shared content,…

Computation and Language · Computer Science 2019-09-20 Alan Aipe , Mukuntha Narayanan Sundararaman , Asif Ekbal

Nowadays, researchers have moved to platforms like Twitter to spread information about their ideas and empirical evidence. Recent studies have shown that social media affects the scientific impact of a paper. However, these studies only…

Digital Libraries · Computer Science 2021-06-17 Naman Jain , Mayank Singh

Scientific knowledge is growing rapidly, making it difficult to track progress and high-level conceptual links across broad disciplines. While tools like citation networks and search engines help retrieve related papers, they lack the…

Computation and Language · Computer Science 2025-10-29 Muhan Gao , Jash Shah , Weiqi Wang , Kuan-Hao Huang , Daniel Khashabi

Flood of information is produced in a daily basis through the global Internet usage arising from the on-line interactive communications among users. While this situation contributes significantly to the quality of human life, unfortunately…

Computation and Language · Computer Science 2024-06-04 Spiros V. Georgakopoulos , Sotiris K. Tasoulis , Aristidis G. Vrahatis , Vassilis P. Plagianakos

Mental health remains a significant challenge of public health worldwide. With increasing popularity of online platforms, many use the platforms to share their mental health conditions, express their feelings, and seek help from the…

Computation and Language · Computer Science 2022-06-03 Sajad Sotudeh , Nazli Goharian , Zachary Young

Accurate and explainable health event predictions are becoming crucial for healthcare providers to develop care plans for patients. The availability of electronic health records (EHR) has enabled machine learning advances in providing these…

Machine Learning · Computer Science 2021-05-18 Chang Lu , Chandan K. Reddy , Prithwish Chakraborty , Samantha Kleinberg , Yue Ning

The mental health of social media users has started more and more to be put at risk by harmful, hateful, and offensive content. In this paper, we propose \textsc{StopHC}, a harmful content detection and mitigation architecture for social…

Social and Information Networks · Computer Science 2024-11-12 Ciprian-Octavian Truică , Ana-Teodora Constantinescu , Elena-Simona Apostol

Understanding what constitutes safe text is an important issue in natural language processing and can often prevent the deployment of models deemed harmful and unsafe. One such type of safety that has been scarcely studied is commonsense…

Computation and Language · Computer Science 2022-10-19 Sharon Levy , Emily Allaway , Melanie Subbiah , Lydia Chilton , Desmond Patton , Kathleen McKeown , William Yang Wang

The amount of data for processing and categorization grows at an ever increasing rate. At the same time the demand for collaboration and transparency in organizations, government and businesses, drives the release of data from internal…

Machine Learning · Computer Science 2020-08-26 Jan Neerbek

Text classification is an important topic in the field of natural language processing. It has been preliminarily applied in information retrieval, digital library, automatic abstracting, text filtering, word semantic discrimination and many…

Computation and Language · Computer Science 2023-12-20 Hao Li , Brandon Bennett

The online communities available on the Web have shown to be significantly interactive and capable of collectively solving difficult tasks. Nevertheless, it is still a challenge to decide how a task should be dispatched through the network…

Social and Information Networks · Computer Science 2014-07-28 Besmira Nushi , Omar Alonso , Martin Hentschel , Vasileios Kandylas

Pollution of online social spaces caused by rampaging d/misinformation is a growing societal concern. However, recent decisions to reduce access to social media APIs are causing a shortage of publicly available, recent, social media data,…

Social and Information Networks · Computer Science 2024-11-25 Andrea Failla , Giulio Rossetti

Topic pages aggregate useful information about an entity or concept into a single succinct and accessible article. Automated creation of topic pages would enable their rapid curation as information resources, providing an alternative to…

Computation and Language · Computer Science 2024-05-06 John Giorgi , Amanpreet Singh , Doug Downey , Sergey Feldman , Lucy Lu Wang