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基于BiLSTM-CRF的开放域搜索问答引擎

李强 庄莉 王秋琳 宋立华 陈江海

微型电脑应用2025,Vol.41Issue(3):86-89,4.
微型电脑应用2025,Vol.41Issue(3):86-89,4.

基于BiLSTM-CRF的开放域搜索问答引擎

An Open-domain Search Question-answering Engine Based on BiLSTM-CRF

李强 1庄莉 2王秋琳 2宋立华 2陈江海2

作者信息

  • 1. 国网信息通信产业集团有限公司,北京 102211
  • 2. 福建亿榕信息技术有限公司,福建,福州 350001
  • 折叠

摘要

Abstract

With the rapid development of information technology,traditional search question answering systems have limitations in handling complex open domain problems.Therefore,this article aims to introduce bidirectional long short-term memory-con-ditional random field(BiLSTM-CRF)model and fully utilize the advantages of the model in bidirectional information processing and long-distance dependency relationship processing,improve the performance of search question answering engine,and an-swer user questions more accurately and comprehensively.The effectiveness of the proposed model in addressing open-domain search question answering engine is demonstrated through experiments conducted on the Yahoo!Answers dataset.Compared with traditional models,the proposed model performs well in capturing semantic relationships in sentences and recognizing named entities,improving the accuracy and robustness of question answering engine.

关键词

开放域/BiLSTM-CRF/信息检索/命名实体识别/语义关系

Key words

open-domain/BiLSTM-CRF/information retrieval/named entity recognition/semantic relationship

分类

信息技术与安全科学

引用本文复制引用

李强,庄莉,王秋琳,宋立华,陈江海..基于BiLSTM-CRF的开放域搜索问答引擎[J].微型电脑应用,2025,41(3):86-89,4.

基金项目

国网信通产业集团两级协同研发项目(SGITYLYRSCJ2310305) (SGITYLYRSCJ2310305)

微型电脑应用

1007-757X

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