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…