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机器经验翻译及其评估

Empirical Machine Translation and its Evaluation
课程网址: http://videolectures.net/smartdw09_gimenez_emtaie/  
主讲教师: Jesús Giménez
开课单位: 加泰罗尼亚技术大学
开课时间: 2009-07-01
课程语种: 英语
中文简介:
我们的目标是双重的。一方面,我们研究了自动MT评估的问题。我们分析了当前评估方法的主要缺陷,并提出了一些补充性改进。另一方面,我们建立了一个经验性的MT系统,并分析了其一些局限性。我们将语言知识整合到系统中,旨在提高整体翻译质量。特别是,我们解决了统计机器翻译中的词汇选择问题。作为附带的问题,我们还研究了对经验主义MT系统的主要批评之一,即它们对领域的强烈依赖,以及在将系统移植到新领域时如何通过适当地组合外部知识资源来减轻其负面影响。
课程简介: Our goal was twofold. On the one side, we studied the problem of Automatic MT evaluation. We analyzed the main deficiencies of the current evaluation methodology and suggested several complementary improvements. On the other side, we built an empirical MT system and have analyzed several of its limitations. We incorporated linguistic knowledge into the system with the aim to improve overall translation quality. In particular, we addressed the problem of lexical selection in Statistical Machine Translation. As a side question, we also studied one of the main criticisms against Empirical MT systems, i.e., their strong domain dependence, and how its negative effects may be mitigated by properly combining outer knowledge sources when porting a system into a new domain.
关 键 词: 语言知识; 翻译质量; 经验主义
课程来源: 视频讲座网
最后编审: 2019-09-21:cwx
阅读次数: 34