Parameter-Efficient Quantum NLP for Paraphrase Detection: Performance, Robustness, and Entanglement
This work evaluates a 10-qubit hybrid quantum-classical variational circuit for paraphrase detection across three benchmarks: MRPC, Quora Question Pairs, and adversarial PAWS to constitute the first systematic parameter-matched multi-benchmark empirical validation of hybrid variational circuits for NLP.