The NiuTrans System for the WMT 2021 Efficiency Task

no code implementations • WMT (EMNLP) 2021 • Chenglong Wang, Chi Hu, Yongyu Mu, Zhongxiang Yan, Siming Wu, Yimin Hu, Hang Cao, Bei Li, Ye Lin, Tong Xiao, Jingbo Zhu

This paper describes the NiuTrans system for the WMT21 translation efficiency task.

Knowledge Distillation Translation

RankPrompt: Step-by-Step Comparisons Make Language Models Better Reasoners

no code implementations • 19 Mar 2024 • Chi Hu, Yuan Ge, Xiangnan Ma, Hang Cao, Qiang Li, Yonghua Yang, Tong Xiao, Jingbo Zhu

Our experiments across 11 arithmetic and commonsense reasoning tasks show that RankPrompt significantly enhances the reasoning performance of ChatGPT and GPT-4, with improvements of up to 13%.

SAR-AE-SFP: SAR Imagery Adversarial Example in Real Physics domain with Target Scattering Feature Parameters

no code implementations • 2 Mar 2024 • Jiahao Cui, Jiale Duan, Binyan Luo, Hang Cao, Wang Guo, Haifeng Li

Deep neural network-based Synthetic Aperture Radar (SAR) target recognition models are susceptible to adversarial examples.

Adversarial Attack

The NiuTrans System for the WMT21 Efficiency Task

1 code implementation • 16 Sep 2021 • Chenglong Wang, Chi Hu, Yongyu Mu, Zhongxiang Yan, Siming Wu, Minyi Hu, Hang Cao, Bei Li, Ye Lin, Tong Xiao, Jingbo Zhu

This paper describes the NiuTrans system for the WMT21 translation efficiency task (http://statmt. org/wmt21/efficiency-task. html).

Knowledge Distillation Translation