Quantum-inspired neural network with hierarchical entanglement embedding for matching

Published: 01 Jan 2025, Last Modified: 14 May 2025Neural Networks 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•We focus on embedding representation in neural networks with efficient compression.•Quantum-like neural network with Hierarchical Entanglement Embedding is proposed.•Intra-word EE aggregates the constituent morphemes from multiple perspectives.•Inter-word EE captures N-gram compound semantics based on unitary transformation.•Our space-efficient QHEE outperforms several baselines with efficient compression.
Loading