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Tianheng Wang

3 accepted papers

2025

QiMLP: Quantum-inspired Multilayer Perceptron with Strong Correlation Mining and Parameter Compression

AAAI 2025technical

Multilayer Perceptron (MLP) is a simple practice of Neural Network (NN) and the cornerstone of research and development of deep learning. Each neuron is connected to all neurons in the previous layer and implements a non-linear mapping through activation functions. MLP can learn complex non-linear r…

Cited by 0SourcePDFScholar
2025

SR-LLM: Rethinking the Structured Representation in Large Language Model

ACL 2025long

Structured representations, exemplified by Abstract Meaning Representation (AMR), have long been pivotal in computational linguistics. However, their role remains ambiguous in the Large Language Models (LLMs) era. Initial attempts to integrate structured representation into LLMs via a zero-shot sett…

Cited by 0SourcePDFScholar