QART: A Quantum-Classical Hybrid Architecture for Long-Horizon Reasoning -- Exploring a Conditional Path toward Quantum Scaling
QART, the Quantum-Augmented Reasoning Transformer, a quantum--classical hybrid architecture combining a backbone language model with quantum encoding, CIM-based QUBO optimization, and quantum decoding is presented, establishing a conditional asymptotic reliability separation from single-trajectory autoregressive LLMs.
Le-Hao Lin, Yu-Heng Cheng, Guolong Liu et al.
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