Research

Research

Ongoing investigations into machine learning, digital twins, and the intersection of physical conservation and digital state-space.

2023Research Investigation

Context-Aware Arabic MT

Advanced Machine Translation system handling regional register control and dialectal variations in Arabic.

Technical Focus

A research-focused project tackling the complexities of Arabic dialects. The system uses context-aware embeddings and a modified Transformer architecture with dialect-specific attention heads.

2023NLP Research

Bengali Fake News Detection

Multi-layer LSTM ensemble achieves 82.43% accuracy in detecting disinformation within Bengali news cycles.

Technical Focus

An ensemble of multi-layered LSTMs and GRUs, trained on a curated dataset of over 50,000 verified news items. Features weighted prediction merging for increased reliability.