A Numerically Aware Cross-Layer Transformer for Low-Latency Machine Translation: Numerical-Semantic Embedding and Residual Cross-Layer Attention with Gated Fusion

Zhongyi Liu, Haifeng Liang, Cheng Lin, Feng Tian, Mengxiao Li, Li Li. A Numerically Aware Cross-Layer Transformer for Low-Latency Machine Translation: Numerical-Semantic Embedding and Residual Cross-Layer Attention with Gated Fusion. In Xiangqun Chen, Wei Song 0004, editors, Proceedings of the 2025 9th International Conference on Computer Science and Artificial Intelligence, CSAI 2025, Beijing, China, December 12-15, 2025. pages 498-505, ACM, 2025. [doi]

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