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)
18.3 交互式机器翻译 613
18.3 交互式机器翻译
机器翻译的结果会存在错误,因此很多时候需要人工的修改才能被使用。例如,
在译后编辑(Post-editing)中,翻译人员对机器翻译的译文进行修改,最终使译文达
到要求。不过,译后编辑的成本很高,因为它需要翻译人员阅读机器翻译的结果,同
时做出修改的动作。有时候,由于译文修改的内容较为复杂,译后编辑的时间甚至
比人工直接翻译源语言句子的时间都长。因此在机器翻译应用中,需要更高效的方
式调整机器翻译的结果,使其达到可用的程度。比如,可以使用质量评估方法(见第
四章),选择模型置信度较高的译文进行译后编辑,对置信度低的译文直接进行人工
翻译。而另一种思路是,让人的行为直接影响机器翻译生成译文的过程,让人和机
器翻译系统进行交互,在不断的修正中生成更好的译文。这种方法也被称作交互式机
器翻译(Interactive Machine Translation,IMT)。
交互式机器翻译的大致流程如下:机器翻译系统根据用户输入的源语言句子预
测出可能的译文交给用户,然后用户在现有翻译的基础上进行接受、修改或者删除
等操作,然后翻译系统根据用户的反馈信息再次生成比前一次更好的翻译并提交给
用户。以此循环,直到得到最终的译文。
图18.2给出了一个使用 TranSmart 系统进行交互式机器翻译的例子,在这里要
将一个汉语句子“疼痛/也/可能/会/在/夜间/使/你/醒来。”翻译成英语“Pain may also
wake you up during the night .”。在开始交互之前,系统首先推荐一个可能的译文“Pain
may also wake you up at night .”。在第一次交互中,用户将单词 at 替换成 during,然
后系统根据用户修改后的译文立即给出新的译文候选,提供给用户选择。循环往复,
直到用户接受了系统当前推荐的译文。
图 18.2 使用 TranSmart 系统进行交互式翻译的实例
交互式机器翻译系统主要通过用户的反馈来提升译文的质量,不同类型的反馈
信息则影响着系统最终的性能。根据反馈形式的不同,可以将交互式机器翻译分为
以下几种:
• 基于前缀的交互式机器翻译。早期的交互式机器翻译系统都是采用基于前缀的