Search Results for author: Zhengrui Ma

Found 8 papers, 7 papers with code

Prediction Difference Regularization against Perturbation for Neural Machine Translation

no code implementations ACL 2022 Dengji Guo, Zhengrui Ma, Min Zhang, Yang Feng

Regularization methods applying input perturbation have drawn considerable attention and have been frequently explored for NMT tasks in recent years.

Machine Translation NMT +1

SiLLM: Large Language Models for Simultaneous Machine Translation

1 code implementation20 Feb 2024 Shoutao Guo, Shaolei Zhang, Zhengrui Ma, Min Zhang, Yang Feng

We propose SiLLM, which delegates the two sub-tasks to separate agents, thereby incorporating LLM into SiMT.

Machine Translation Sentence +1

Non-autoregressive Streaming Transformer for Simultaneous Translation

1 code implementation23 Oct 2023 Zhengrui Ma, Shaolei Zhang, Shoutao Guo, Chenze Shao, Min Zhang, Yang Feng

Simultaneous machine translation (SiMT) models are trained to strike a balance between latency and translation quality.

Machine Translation Translation

BayLing: Bridging Cross-lingual Alignment and Instruction Following through Interactive Translation for Large Language Models

1 code implementation19 Jun 2023 Shaolei Zhang, Qingkai Fang, Zhuocheng Zhang, Zhengrui Ma, Yan Zhou, Langlin Huang, Mengyu Bu, Shangtong Gui, Yunji Chen, Xilin Chen, Yang Feng

To minimize human workload, we propose to transfer the capabilities of language generation and instruction following from English to other languages through an interactive translation task.

Instruction Following Text Generation +1

Fuzzy Alignments in Directed Acyclic Graph for Non-Autoregressive Machine Translation

1 code implementation12 Mar 2023 Zhengrui Ma, Chenze Shao, Shangtong Gui, Min Zhang, Yang Feng

Non-autoregressive translation (NAT) reduces the decoding latency but suffers from performance degradation due to the multi-modality problem.

Machine Translation Sentence +1

Viterbi Decoding of Directed Acyclic Transformer for Non-Autoregressive Machine Translation

1 code implementation11 Oct 2022 Chenze Shao, Zhengrui Ma, Yang Feng

Non-autoregressive models achieve significant decoding speedup in neural machine translation but lack the ability to capture sequential dependency.

Machine Translation Translation

Smoothed Multi-View Subspace Clustering

1 code implementation18 Jun 2021 Peng Chen, Liang Liu, Zhengrui Ma, Zhao Kang

In recent years, multi-view subspace clustering has achieved impressive performance due to the exploitation of complementary imformation across multiple views.

Clustering Multi-view Subspace Clustering

Towards Clustering-friendly Representations: Subspace Clustering via Graph Filtering

1 code implementation18 Jun 2021 Zhengrui Ma, Zhao Kang, Guangchun Luo, Ling Tian

The success of subspace clustering depends on the assumption that the data can be separated into different subspaces.

Clustering Graph Similarity

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