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Shahadat Uddin

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#small language model Open access Oct 2026

Understanding Cross‑Lingual Model Behavior in Mental Health NLP: Evidence from English–Bengali Transformer Models

Understanding how machine learning models interpret mental health expressions across languages is essential for developing reliable, inclusive computational mental health systems. While transformer-based models have shown strong performance in English-language mental health detection, their interpretability and predi...

Moshiur Rahman Faisal, Suraiya Islam Meem, Shahadat Uddin · Annals of Data Science · 0 citations

Preprint Aug 2026

Subgraph Filtering for Fair Graph Neural Networks

Subgraph Filtering for Fair Graph Neural Networks is proposed, a lightweight and architecture-agnostic framework that mitigates structural bias at its source and achieves consistent fairness improvements while maintaining competitive predictive performance, leading to a better fairness--accuracy trade-off than recent f...

Hao-Hui Lu, Ji-Yuan Tian, Fangyu Zhou et al. · 0 citations