5 papers
Reasoning Over Recall: Evaluating the Efficacy of Generalist Architectures vs. Specialized Fine-Tunes in RAG-Based Mental Health Dialogue Systems
Md Abdullah Al Kafi, Raka Moni, Sumit Kumar Banshal
The deployment of Large Language Models (LLMs) in mental health counseling faces the dual challenges of hallucinations and lack of empathy. While the former may be mitigated by RAG…
Code vs. Context: STEM Students' Resistance to Non-STEM Coursework
Md Abdullah Al Kafi, Raka Moni, Sumit Kumar Banshal
Many STEM programs now require students to take non-technical courses to develop the soft skills necessary for professional practice, yet engineering students frequently resist thi…
FastPOS: Language-Agnostic Scalable POS Tagging Framework Low-Resource Use Case
Md Abdullah Al Kafi, Sumit Kumar Banshal
This study proposes a language-agnostic transformer-based POS tagging framework designed for low-resource languages, using Bangla and Hindi as case studies. With only three lines o…
MONOVAB : An Annotated Corpus for Bangla Multi-label Emotion Detection
Sumit Kumar Banshal, Sajal Das, Shumaiya Akter Shammi +5
In recent years, Sentiment Analysis (SA) and Emotion Recognition (ER) have been increasingly popular in the Bangla language, which is the seventh most spoken language throughout th…
BOISHOMMO: Holistic Approach for Bangla Hate Speech
Md Abdullah Al Kafi, Sumit Kumar Banshal, Md Sadman Shakib +2
One of the most alarming issues in digital society is hate speech (HS) on social media. The severity is so high that researchers across the globe are captivated by this domain. A n…