Amanul Islam

Neural Turing Machines for efficient natural language summarization: architecture, optimization, and performance analysis

This study presents a Neural Turing Machine (NTM)-based framework for abstractive text summarization that combines a two-layer Bidirectional Long Short-Term Memory (BiLSTM) controller with an addressable external memory bank and highlights the potential of external-memory architectures as a scalable and stable alternat...