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基于机器学习与语义知识的动词隐喻识别

, PP. 59-64

Keywords: 动词隐喻识别,机器学习,知网,同义词词林

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Abstract:

在自然语言中,动词的用法主要包含3种字面、转喻和隐喻.动词的隐喻用法在隐喻的研究中占有重要的地位.动词的隐喻计算包含两个子任务隐喻识别和隐喻理解.本文采用条件随机场、最大熵模型来识别动词的隐喻搭配,并在此基础上,加入了两种语义信息《同义词词林》的同义词信息和《知网》的语义信息来识别动词的隐喻表达,实验识别正确率可达94.47%.

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