2 papers
cs.CL2025
Detecting Hope Across Languages: Multiclass Classification for Positive Online Discourse
T. O. Abiola, K. D. Abiodun, O. E. Olumide +3
The detection of hopeful speech in social media has emerged as a critical task for promoting positive discourse and well-being. In this paper, we present a machine learning approac…
cs.CL2025
Multilingual Hope Speech Detection: A Comparative Study of Logistic Regression, mBERT, and XLM-RoBERTa with Active Learning
T. O. Abiola, K. D. Abiodun, O. E. Olumide +3
Hope speech language that fosters encouragement and optimism plays a vital role in promoting positive discourse online. However, its detection remains challenging, especially in mu…