Referential Translation Machines for Predicting Translation Quality and Related Statistics

机译：参考翻译机预测翻译质量和相关统计数据

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摘要

We use referential translation machines (RTMs) for predicting translation performance. RTMs pioneer a language independent approach to all similarity tasks and remove the need to access any task or domain specific information or resource. We improve our RTM models with the ParFDA instance selection model (Bicici et al., 2015), with additional features for predicting the translation performance, and with improved learning models. We develop RTM models for each WMT15 QET (QET15) subtask and obtain improvements over QET14 results. RTMs achieve top performance in QET15 ranking 1st in document- and sentence-level prediction tasks and 2nd in word-level prediction task.

机译：我们使用参考翻译机（RTM）来预测翻译效果。 RTM开创了一种语言无关的方法来处理所有相似性任务，并且无需访问任何任务或特定于域的信息或资源。我们使用ParFDA实例选择模型（Bicici等人，2015），具有预测翻译性能的其他功能以及改进的学习模型来改进RTM模型。我们为每个WMT15 QET（QET15）子任务开发RTM模型，并获得对QET14结果的改进。 RTM在QET15中获得最高的性能，在文档和句子级别的预测任务中排名第一，在单词级别的预测任务中排名第二。

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来源
《10th Workshop on statistical machine translation 2015》|2015年|304-308|共5页
会议地点 Lisbon(PT)
作者
Ergun Bicici; Qun Liu; Andy Way;
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ADAPT Research Center School of Computing Dublin City University, Ireland;

ADAPT Research Center School of Computing Dublin City University, Ireland;

ADAPT Research Center School of Computing Dublin City University, Ireland;

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正文语种 eng
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1. Referential translation machines for predicting semantic similarity [J] . Bicici Ergun, Way Andy Language Resources and Evaluation . 2016,第4期

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2. Function words in statistical machine-translated Chinese and original Chinese: A study into the translationese of machine translation systems [J] . Kuo Chen-li Digital scholarship in the humanities . 2019,第4期

机译：统计机器中的功能词 - 翻译的中国和原版中文：一项研究机器翻译系统的研究
3. A simplification-translation-restoration framework for domain adaptation in statistical machine translation: A case study in medical record translation [J] . Han-Bin Chen, Hen-Hsen Huang, An-Chang Hsieh, Computer speech and language . 2017,第MARa期

机译：统计机器翻译中域自适应的简化翻译恢复框架：以病历翻译为例
4. Referential Translation Machines for Predicting Translation Quality and Related Statistics [C] . Ergun Bicici, Qun Liu, Andy Way Workshop on statistical machine translation . 2015

机译：用于预测翻译质量和相关统计数据的参照翻译机
5. Translation technology and translation quality: The use of machine translation and computer-assisted translation and its implications for translation quality control [D] . Sun, Haichen 2005

机译：翻译技术和翻译质量：机器翻译和计算机辅助翻译的使用及其对翻译质量控制的影响
6. 3145 An Evaluation of Machine Learning and Traditional Statistical Methods for Discovery in Large-Scale Translational Data [O] . Megan C Hollister, Jeffrey D. Blume 2019

机译：3145对机器学习和传统统计方法的评估以发现大规模翻译数据
7. Referential translation machines for predicting translation quality and related statistics [O] . Bicici Ergun, Liu Qun, Way Andy 2015

机译：参考翻译机器用于预测翻译质量和相关统计数据

Referential Translation Machines for Predicting Translation Quality and Related Statistics

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