Length-Adaptive Decoding for Masked Diffusion Machine Translation
面向掩码扩散机器翻译的长度自适应解码
机构 * Peking University(北京大学) ; BYD Company Limited(比亚迪股份有限公司)
AI总结 针对掩码扩散机器翻译的长度决策问题,提出无训练的Entropy-Valley长度选择器,在多个翻译方向上显著优于基线,性能接近同数据训练的LLaMA-3-8B自回归模型。
Comments Accepted to the Main Conference of EMNLP 2026. 22 pages, 7 figures. Code: this https URL (https://github.com/Entropy-Valley/Entropy-Valley); dataset and model: this https URL (https://huggingface.co/collections/YanZhanPKU/entropy-valley)