Author

X. Lin

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Open access Aug 2026

Semantic Analysis and Translation Optimization of English Sentences Based on Long Short-Term Memory (LSTM) Networks

A GAT-BiLSTM fusion model that integrates dependency syntactic analysis with graph attention mechanisms and bidirectional long short-term memory networks improves translation fidelity and semantic consistency while exhibiting strong robustness for structurally complex inputs.

J. Leng, X. Lin · Advanced Electromagnetics · 0 citations