Search Results for author: Cunxiao Du

Found 5 papers, 2 papers with code

Revisiting the Markov Property for Machine Translation

no code implementations3 Feb 2024 Cunxiao Du, Hao Zhou, Zhaopeng Tu, Jing Jiang

In this paper, we re-examine the Markov property in the context of neural machine translation.

Machine Translation Translation

GliDe with a CaPE: A Low-Hassle Method to Accelerate Speculative Decoding

no code implementations3 Feb 2024 Cunxiao Du, Jing Jiang, Xu Yuanchen, Jiawei Wu, Sicheng Yu, Yongqi Li, Shenggui Li, Kai Xu, Liqiang Nie, Zhaopeng Tu, Yang You

Speculative decoding is a relatively new decoding framework that leverages small and efficient draft models to reduce the latency of LLMs.

ngram-OAXE: Phrase-Based Order-Agnostic Cross Entropy for Non-Autoregressive Machine Translation

no code implementations COLING 2022 Cunxiao Du, Zhaopeng Tu, Longyue Wang, Jing Jiang

Recently, a new training oaxe loss has proven effective to ameliorate the effect of multimodality for non-autoregressive translation (NAT), which removes the penalty of word order errors in the standard cross-entropy loss.

Machine Translation Sentence +1

Order-Agnostic Cross Entropy for Non-Autoregressive Machine Translation

1 code implementation9 Jun 2021 Cunxiao Du, Zhaopeng Tu, Jing Jiang

We propose a new training objective named order-agnostic cross entropy (OaXE) for fully non-autoregressive translation (NAT) models.

Machine Translation Translation

Explicit Interaction Model towards Text Classification

1 code implementation23 Nov 2018 Cunxiao Du, Zhaozheng Chin, Fuli Feng, Lei Zhu, Tian Gan, Liqiang Nie

To address this problem, we introduce the interaction mechanism to incorporate word-level matching signals into the text classification task.

General Classification Multi Class Text Classification +3

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