2 papers
quant-ph2026
Parameter-Efficient Quantum NLP for Paraphrase Detection: Performance, Robustness, and Entanglement
Farha Nausheen, Khandakar Ahmed, Farina Riaz
Rigorous empirical validation of quantum machine learning on natural language tasks remains scarce. We evaluate a 10-qubit hybrid quantum-classical variational circuit (2,148 param…
cs.CL2025
Quantum Natural Language Processing: A Comprehensive Review of Models, Methods, and Applications
Farha Nausheen, Khandakar Ahmed, M Imad Khan +1
In recent developments, deep learning methodologies applied to Natural Language Processing (NLP) have revealed a paradox: They improve performance but demand considerable data and…