Proceedings of the 6th International Conference on Computer Science and Application Engineering最新文献_第7页

Chinese Machine Reading Comprehension Based on Language Model Containing Knowledge 基于知识语言模型的汉语机器阅读理解

Proceedings of the 6th International Conference on Computer Science and Application Engineering Pub Date : 2022-10-21 DOI: 10.1145/3565387.3565405

Wentong Chen, C. Fan, Yuexin Wu, Yitong Wang

{"title":"Chinese Machine Reading Comprehension Based on Language Model Containing Knowledge","authors":"Wentong Chen, C. Fan, Yuexin Wu, Yitong Wang","doi":"10.1145/3565387.3565405","DOIUrl":"https://doi.org/10.1145/3565387.3565405","url":null,"abstract":"Machine reading comprehension (MRC) is a task that requires machines to answer relevant questions based on a given context. In recent years, it has attracted extensive attention with the development of deep learning and big data. Considering that human beings will associate some external relevant knowledge when understanding the text, researchers have proposed a method of introducing knowledge outside the given context to assist reading and this method is called Knowledge-Based Machine Reading Comprehension (KBMRC). However, the current research on this method is still scattered, and the retrieval and fusion of relevant knowledge are still two challenges in application, especially in Chinese MRC. The contribution of this paper mainly on the following three points: Firstly, in order to resolve the problem of related knowledge retrieval, we build up a related knowledge set. Secondly, in order to resolve the problem of related knowledge fusion, we propose a negative sample generation strategy and train a language model containing knowledge. Finally, a twin-tower fusion model is constructed based on this model. The experiments on Chinese reading comprehension dataset CMRC2018 show that our method has a certain improvement compared with the baseline method without external knowledge.","PeriodicalId":182491,"journal":{"name":"Proceedings of the 6th International Conference on Computer Science and Application Engineering","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-10-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130632876","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Research on the Secure Communication Model of Instant Messaging 即时通讯安全通信模型的研究

Proceedings of the 6th International Conference on Computer Science and Application Engineering Pub Date : 2022-10-21 DOI: 10.1145/3565387.3565412

Lijun Zhang, Guangming Pan

引用次数: 0

Numerical Simulation of Hydrofoil Cavitation Based on OpenFOAM 基于OpenFOAM的水翼空化数值模拟

Proceedings of the 6th International Conference on Computer Science and Application Engineering Pub Date : 2022-10-21 DOI: 10.1145/3565387.3565391

Han Xu, Xiao-Wei Guo, Chao Li, Qiao Liu, Huajian Zhang, Jie Liu

引用次数: 0

Research on Optimization Strategy of Central Air-conditioning System for Power Demand Response 中央空调系统电力需求响应优化策略研究

Proceedings of the 6th International Conference on Computer Science and Application Engineering Pub Date : 2022-10-21 DOI: 10.1145/3565387.3565425

Xiangyu Zhou, Jing Li, Jiyan Liu, Qinghua Wu, Jie Huang

引用次数: 0

Research on Trajectory Prediction of Cricket System Based on OPENMV 基于OPENMV的板球系统轨迹预测研究

Proceedings of the 6th International Conference on Computer Science and Application Engineering Pub Date : 2022-10-21 DOI: 10.1145/3565387.3565426

Mengdie Yin, Shaoming Pan, Haidong Tan

引用次数: 0

Research on Indoor Positioning of Multi-source Information Fusion Based on Improved Particle Filter 基于改进粒子滤波的多源信息融合室内定位研究

Proceedings of the 6th International Conference on Computer Science and Application Engineering Pub Date : 2022-10-21 DOI: 10.1145/3565387.3565421

Chulin Zhou, Shiyou Chen, Jingdong Chen

{"title":"Research on Indoor Positioning of Multi-source Information Fusion Based on Improved Particle Filter","authors":"Chulin Zhou, Shiyou Chen, Jingdong Chen","doi":"10.1145/3565387.3565421","DOIUrl":"https://doi.org/10.1145/3565387.3565421","url":null,"abstract":"In the information age, people are increasingly demanding location-based services. The traditional indoor positioning based on a single signal source has low accuracy and poor stability. On the one hand, the occlusion and echo interference in the indoor environment are serious, especially in the case of crowded environment and non-line-of-sight propagation, the UWB (Ultra Wide band) positioning accuracy will be greatly reduced. On the other hand, IMU (inertial Measurement Unit) can provide an accurate inertial navigation solution in a short time but its positioning error increases fast with time due to the cumulative error of accelerometer measurement. Therefore, in the process of pedestrian walking, we use the key information obtained by PDR (Pedestrian Dead Reckoning) to establish and update the real-time motion model of the target and calculate the prior information in the process of fusion filtering. Then, the initial position of the target is obtained through the UWB positioning solution, and the PDR positioning trajectory is corrected as the observation information in the fusion filtering process. Finally, the improved differential particle filter algorithm is used to fuse the above UWB positioning results and PDR positioning results, and make up for the advantages and disadvantages of the two positioning to improve the accuracy and stability of fusion positioning.","PeriodicalId":182491,"journal":{"name":"Proceedings of the 6th International Conference on Computer Science and Application Engineering","volume":"64 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-10-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127245151","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 1

Proceedings of the 6th International Conference on Computer Science and Application Engineering 第六届计算机科学与应用工程国际会议论文集

Proceedings of the 6th International Conference on Computer Science and Application Engineering Pub Date : 1900-01-01 DOI: 10.1145/3565387

引用次数: 0