Machine Learning Algorithms & Natural Language Processing

Oct 24, 2026 · Artificial Intelligence

HyperQ: 64 Qubits Enable 1.1B Model to Surpass 8B Models in Zero-Shot Tasks

Researchers from Université de Montréal and Mila introduce HyperQ, a quantum-augmented diffusion language model that uses a hypernetwork to generate token-adaptive quantum circuits; with 64 qubits, a 1.1B parameter model outperforms 8B models on six zero-shot benchmarks, and circuits are validated on IBM's 156-qubit quantum cluster.