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相关论文: Alibaba-Translate China's Submission for WMT 2022 …

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In this report, we present our submission to the WMT 2022 Metrics Shared Task. We build our system based on the core idea of UNITE (Unified Translation Evaluation), which unifies source-only, reference-only, and source-reference-combined…

计算与语言 · 计算机科学 2023-02-20 Yu Wan , Keqin Bao , Dayiheng Liu , Baosong Yang , Derek F. Wong , Lidia S. Chao , Wenqiang Lei , Jun Xie

Translation quality evaluation plays a crucial role in machine translation. According to the input format, it is mainly separated into three tasks, i.e., reference-only, source-only and source-reference-combined. Recent methods, despite…

计算与语言 · 计算机科学 2022-10-20 Yu Wan , Dayiheng Liu , Baosong Yang , Haibo Zhang , Boxing Chen , Derek F. Wong , Lidia S. Chao

Quality Estimation, as a crucial step of quality control for machine translation, has been explored for years. The goal is to investigate automatic methods for estimating the quality of machine translation results without reference…

计算与语言 · 计算机科学 2022-01-03 Jiayi Wang , Ke Wang , Boxing Chen , Yu Zhao , Weihua Luo , Yuqi Zhang

We present the contribution of the Unbabel team to the WMT 2019 Shared Task on Quality Estimation. We participated on the word, sentence, and document-level tracks, encompassing 3 language pairs: English-German, English-Russian, and…

Quality Estimation (QE) is an important component of the machine translation workflow as it assesses the quality of the translated output without consulting reference translations. In this paper, we discuss our submission to the WMT 2021 QE…

计算与语言 · 计算机科学 2021-09-10 Shaika Chowdhury , Naouel Baili , Brian Vannah

Quality Estimation (QE) of Machine Translation (MT) is a task to estimate the quality scores for given translation outputs from an unknown MT system. However, QE scores for low-resource languages are usually intractable and hard to collect.…

计算与语言 · 计算机科学 2021-05-18 Ting-Wei Wu , Yung-An Hsieh , Yi-Chieh Liu

This paper presents the JHU-Microsoft joint submission for WMT 2021 quality estimation shared task. We only participate in Task 2 (post-editing effort estimation) of the shared task, focusing on the target-side word-level quality…

计算与语言 · 计算机科学 2021-09-21 Shuoyang Ding , Marcin Junczys-Dowmunt , Matt Post , Christian Federmann , Philipp Koehn

We describe the Universitat d'Alacant submissions to the word- and sentence-level machine translation (MT) quality estimation (QE) shared task at WMT 2018. Our approach to word-level MT QE builds on previous work to mark the words in the…

计算与语言 · 计算机科学 2018-11-07 Miquel Esplà-Gomis , Felipe Sánchez-Martínez , Mikel L. Forcada

Quality Estimation (QE) models for Neural Machine Translation (NMT) predict the quality of the hypothesis without having access to the reference. An emerging research direction in NMT involves the use of QE models, which have demonstrated…

计算与语言 · 计算机科学 2025-06-03 Sai Koneru , Matthias Huck , Miriam Exel , Jan Niehues

We introduce the submissions of the NJUNLP team to the WMT 2023 Quality Estimation (QE) shared task. Our team submitted predictions for the English-German language pair on all two sub-tasks: (i) sentence- and word-level quality prediction;…

计算与语言 · 计算机科学 2023-12-12 Xiang Geng , Zhejian Lai , Yu Zhang , Shimin Tao , Hao Yang , Jiajun Chen , Shujian Huang

We present the joint contribution of Unbabel and Instituto Superior T\'ecnico to the WMT 2023 Shared Task on Quality Estimation (QE). Our team participated on all tasks: sentence- and word-level quality prediction (task 1) and fine-grained…

Existing neural machine translation (NMT) studies mainly focus on developing dataset-specific models based on data from different tasks (e.g., document translation and chat translation). Although the dataset-specific models have achieved…

计算与语言 · 计算机科学 2023-05-19 Yunlong Liang , Fandong Meng , Jinan Xu , Jiaan Wang , Yufeng Chen , Jie Zhou

Quality Estimation (QE) systems are important in situations where it is necessary to assess the quality of translations, but there is no reference available. This paper describes the approach adopted by the SurreyAI team for addressing the…

计算与语言 · 计算机科学 2023-12-04 Archchana Sindhujan , Diptesh Kanojia , Constantin Orasan , Tharindu Ranasinghe

Quality estimation (QE) reranking is a form of quality-aware decoding which aims to improve machine translation (MT) by scoring and selecting the best candidate from a pool of generated translations. While known to be effective at the…

计算与语言 · 计算机科学 2025-10-13 Krzysztof Mrozinski , Minji Kang , Ahmed Khota , Vincent Michael Sutanto , Giovanni Gatti De Giacomo

We present the joint contribution of IST and Unbabel to the WMT 2022 Shared Task on Quality Estimation (QE). Our team participated on all three subtasks: (i) Sentence and Word-level Quality Prediction; (ii) Explainable QE; and (iii)…

This paper introduces the joint submission of the Beijing Jiaotong University and WeChat AI to the WMT'22 chat translation task for English-German. Based on the Transformer, we apply several effective variants. In our experiments, we…

计算与语言 · 计算机科学 2022-11-29 Yunlong Liang , Fandong Meng , Jinan Xu , Yufeng Chen , Jie Zhou

Following last year, we have continued to host the WMT translation shared task this year, the second edition of the Discourse-Level Literary Translation. We focus on three language directions: Chinese-English, Chinese-German, and…

Large Language Models (LLMs) have demonstrated excellent performance on Machine Translation Quality Estimation (MTQE), yet their high inference costs make them impractical for direct application. In this work, we propose applying LLMs to…

计算与语言 · 计算机科学 2026-03-12 Sidi Wang , Sophie Arnoult , Amir Kamran

This paper describes the joint submission of Alibaba and Soochow University, TSMind, to the WMT 2022 Shared Task on Translation Suggestion (TS). We participate in the English-German and English-Chinese tasks. Basically, we utilize the model…

计算与语言 · 计算机科学 2022-11-17 Xin Ge , Ke Wang , Jiayi Wang , Nini Xiao , Xiangyu Duan , Yu Zhao , Yuqi Zhang

We participate in the WMT 2020 shared news translation task on Chinese to English. Our system is based on the Transformer (Vaswani et al., 2017a) with effective variants and the DTMT (Meng and Zhang, 2019) architecture. In our experiments,…

计算与语言 · 计算机科学 2020-11-22 Fandong Meng , Jianhao Yan , Yijin Liu , Yuan Gao , Xianfeng Zeng , Qinsong Zeng , Peng Li , Ming Chen , Jie Zhou , Sifan Liu , Hao Zhou
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