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Farina Riaz

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#natural language process... Preprint Sep 2026

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.

Farha Nausheen, K. Ahmed, Farina Riaz · 0 citations

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