Classification of mental illnesses on social media using RoBERTa

no code implementations • EACL (Louhi) 2021 • Ankit Murarka, Balaji Radhakrishnan, Sushma Ravichandran

Our model is trained on Reddit data but is easily extensible to other social media platforms as well as demonstrated in our results. We believe that our work is the first multi-class model that uses a Transformer based architecture such as RoBERTa to analyze people’s emotions and psychology.

Classification

Detection and Classification of mental illnesses on social media using RoBERTa

no code implementations • 23 Nov 2020 • Ankit Murarka, Balaji Radhakrishnan, Sushma Ravichandran

Given the current social distancing regulations across the world, social media has become the primary mode of communication for most people.

General Classification

Drug Repurposing for Cancer: An NLP Approach to Identify Low-Cost Therapies

no code implementations • 18 Nov 2019 • Shivashankar Subramanian, Ioana Baldini, Sushma Ravichandran, Dmitriy A. Katz-Rogozhnikov, Karthikeyan Natesan Ramamurthy, Prasanna Sattigeri, Kush R. Varshney, Annmarie Wang, Pradeep Mangalath, Laura B. Kleiman

More than 200 generic drugs approved by the U. S. Food and Drug Administration for non-cancer indications have shown promise for treating cancer.

Entity Extraction using GAN General Classification +1