QuEst – Design, Implementation and Extensions of a Framework for Machine Translation Quality Estimation

作者: Kashif Shah , Eleftherios Avramidis , Ergun Biçici , Lucia Specia

DOI: 10.2478/PRALIN-2013-0008

关键词:

摘要: In t his paper we present QE, an open source framework for machine translation quality estimation. The includes a feature extraction component and learning component. We describe the architecture of system its use, focusing on how to add new extractors. also include experiments with features algorithms available in using dataset WMT13 Quality Estimation shared task.

参考文章(10)
Christopher K I Williams, Carl Edward Rasmussen, Gaussian Processes for Machine Learning ,(2005)
Ergun Biçici, Declan Groves, Josef van Genabith, Predicting sentence translation quality using extrinsic and language independent features Machine Translation. ,vol. 27, pp. 171- 192 ,(2013) , 10.1007/S10590-013-9138-4
Lucia Specia, Chris Callison-Burch, Christof Monz, Matt Post, Radu Soricut, Philipp Koehn, Findings of the 2012 Workshop on Statistical Machine Translation workshop on statistical machine translation. pp. 10- 51 ,(2012)
Kishore Papineni, Salim Roukos, Todd Ward, Wei-Jing Zhu, BLEU Proceedings of the 40th Annual Meeting on Association for Computational Linguistics - ACL '02. pp. 311- 318 ,(2001) , 10.3115/1073083.1073135
Ergun Bicici, Referential Translation Machines for Quality Estimation workshop on statistical machine translation. pp. 343- 351 ,(2013)
Lucia Specia, Kashif Shah, Daniel Beck, Trevor Cohn, SHEF-Lite: When Less is More for Translation Quality Estimation workshop on statistical machine translation. pp. 337- 342 ,(2013)
Lucia Specia, Kashif Shah, Trevor Cohn, Jose G.C. de Souza, QuEst - A translation quality estimation framework meeting of the association for computational linguistics. pp. 79- 84 ,(2013)
Christian Federmann, Lucia Specia, Chris Callison-Burch, Ondřej Bojar, Christof Monz, Matt Post, Barry Haddow, Christian Buck, Radu Soricut, Philipp Koehn, Findings of the 2013 Workshop on Statistical Machine Translation workshop on statistical machine translation. pp. 1- 44 ,(2013)
Mehmet Ergun Biçici, The Regression Model of Machine Translation ,(2012)
L Specia, K Shah, T Cohn, An Investigation on the Effectiveness of Features for Translation Quality Estimation Proceedings of the XIV Machine Translation Summit. ,(2013)