3 papers
cs.CL2025
Classification of Hope in Textual Data using Transformer-Based Models
Chukwuebuka Fortunate Ijezue, Tania-Amanda Fredrick Eneye, Maaz Amjad
This paper presents a transformer-based approach for classifying hope expressions in text. We developed and compared three architectures (BERT, GPT-2, and DeBERTa) for both binary…
cs.CL2025
Alif: Advancing Urdu Large Language Models via Multilingual Synthetic Data Distillation
Muhammad Ali Shafique, Kanwal Mehreen, Muhammad Arham +3
Developing a high-performing large language models (LLMs) for low-resource languages such as Urdu, present several challenges. These challenges include the scarcity of high-quality…
cs.CL2025
Optimism, Expectation, or Sarcasm? Multi-Class Hope Speech Detection in Spanish and English
Sabur Butt, Fazlourrahman Balouchzahi, Ahmad Imam Amjad +3
Hope is a complex and underexplored emotional state that plays a significant role in education, mental health, and social interaction. Unlike basic emotions, hope manifests in nuan…