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In this paper, a method of combination of linguistic clues, combining with the existing linear sequence labeling algorithm and integrating some multilevel linguistic clues, such as morphology is related to syntax, in the model training to reconstruct and improve the Chinese semantic role labeling model of linear sequence. Through the experimental comparison and linguistic assistant analysis, this paper puts forward a targeted improvement method to significantly improve the accuracy of model labeling and proves that the integration of related linguistic clues in the semantic role labeling model based on linear sequence can improve the effect of model labeling.<\/jats:p>","DOI":"10.3233\/jcm-194111","type":"journal-article","created":{"date-parts":[[2020,2,18]],"date-time":"2020-02-18T12:49:34Z","timestamp":1582030174000},"page":"1063-1072","source":"Crossref","is-referenced-by-count":3,"title":["Chinese shallow semantic parsing based on multilevel linguistic clues"],"prefix":"10.1177","volume":"20","author":[{"given":"Fucheng","family":"Wan","sequence":"first","affiliation":[{"name":"Key Laboratory of China\u2019s Ethnic Languages and Information Technology of Ministry of Education, Northwest Minzu University, Lanzhou, Gansu, China"}]},{"given":"Fangtao","family":"Yang","sequence":"additional","affiliation":[{"name":"Key Laboratory of China\u2019s Ethnic Languages and Intelligent Processing of Gansu Province, Northwest Minzu University, Lanzhou, Gansu, China"}]},{"given":"Tiantian","family":"Wu","sequence":"additional","affiliation":[{"name":"Key Laboratory of China\u2019s Ethnic Languages and Intelligent Processing of Gansu Province, Northwest Minzu University, Lanzhou, Gansu, China"}]},{"given":"Dongjiao","family":"Zhang","sequence":"additional","affiliation":[{"name":"Key Laboratory of China\u2019s Ethnic Languages and Information Technology of Ministry of Education, Northwest Minzu University, Lanzhou, Gansu, China"}]},{"given":"Lei","family":"Zhang","sequence":"additional","affiliation":[{"name":"Key Laboratory of China\u2019s Ethnic Languages and Information Technology of Ministry of Education, Northwest Minzu University, Lanzhou, Gansu, China"}]},{"given":"Yicheng","family":"Wang","sequence":"additional","affiliation":[{"name":"Key Laboratory of China\u2019s Ethnic Languages and Intelligent Processing of Gansu Province, Northwest Minzu University, Lanzhou, Gansu, China"}]}],"member":"179","reference":[{"key":"10.3233\/JCM-194111_ref1","doi-asserted-by":"crossref","unstructured":"S. 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