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Masked Sentence Model Based on BERT for Move Recognition in Medical Scientific Abstracts 被引量:20
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作者 Gaihong Yu Zhixiong Zhang +1 位作者 Huan Liu Liangping Ding 《Journal of Data and Information Science》 CSCD 2019年第4期42-55,共14页
Purpose:Mo ve recognition in scientific abstracts is an NLP task of classifying sentences of the abstracts into different types of language units.To improve the performance of move recognition in scientific abstracts,... Purpose:Mo ve recognition in scientific abstracts is an NLP task of classifying sentences of the abstracts into different types of language units.To improve the performance of move recognition in scientific abstracts,a novel model of move recognition is proposed that outperforms the BERT-based method.Design/methodology/approach:Prevalent models based on BERT for sentence classification often classify sentences without considering the context of the sentences.In this paper,inspired by the BERT masked language model(MLM),we propose a novel model called the masked sentence model that integrates the content and contextual information of the sentences in move recognition.Experiments are conducted on the benchmark dataset PubMed 20K RCT in three steps.Then,we compare our model with HSLN-RNN,BERT-based and SciBERT using the same dataset.Findings:Compared with the BERT-based and SciBERT models,the F1 score of our model outperforms them by 4.96%and 4.34%,respectively,which shows the feasibility and effectiveness of the novel model and the result of our model comes closest to the state-of-theart results of HSLN-RNN at present.Research limitations:The sequential features of move labels are not considered,which might be one of the reasons why HSLN-RNN has better performance.Our model is restricted to dealing with biomedical English literature because we use a dataset from PubMed,which is a typical biomedical database,to fine-tune our model.Practical implications:The proposed model is better and simpler in identifying move structures in scientific abstracts and is worthy of text classification experiments for capturing contextual features of sentences.Originality/value:T he study proposes a masked sentence model based on BERT that considers the contextual features of the sentences in abstracts in a new way.The performance of this classification model is significantly improved by rebuilding the input layer without changing the structure of neural networks. 展开更多
关键词 Move recognition BERT Masked sentence model Scientific abstracts
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Abstract Model Checking for Web Services
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作者 QIAN Junyan CAI Guoyong GU Tianlong ZHAO Lingzhong 《Wuhan University Journal of Natural Sciences》 CAS 2008年第4期466-470,共5页
Web-services are highly distributed programs, and concurrent software is notoriously error-prone. Model checking is a powerful technique to find bugs in concurrent systems. However, the existing model checkers have no... Web-services are highly distributed programs, and concurrent software is notoriously error-prone. Model checking is a powerful technique to find bugs in concurrent systems. However, the existing model checkers have no enough ability to support for the programming languages and communication mechanisms used for Web services. We propose to use Kripke structures as means of modeling Web service. This paper presents an automated way to extract formal models from programs implementing Web services using predicate abstraction for abstract model checking. The abstract models are checked by means of a model checker that implements automatic abstraction refinement. These results enable the verification of the applications that implement Web services. 展开更多
关键词 Web-services model checking predicate abstraction hypertext preprocessor
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Conversion of Object Oriented System into Software Product Line with Delta Modeling Abstract Behavioral Specification
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作者 Ricky Timothy Gultom Maya Retno Ayu Setyautami Iis Solichah 《Journal of Computer and Communications》 2014年第2期85-90,共6页
This article contains a system conversion from object oriented design into Software Product Line (SPL) using delta modeling of Abstract Behavioral Specification (ABS). ABS is a modeling language which targets system w... This article contains a system conversion from object oriented design into Software Product Line (SPL) using delta modeling of Abstract Behavioral Specification (ABS). ABS is a modeling language which targets system with high level of variety and supports SPL development with delta modeling. The case study of this thesis is a digital library system called Library Automation and Digital Archive (LONTAR). Originally, LONTAR only uses SOAP-based web service. With ABS, LONTAR will be converted into SPL and implement another web service called REST. The motivation of this conversion of LONTAR from object oriented into SPL is because it is easier to develop system with ABS than using regular object oriented. Product definition in ABS is relatively easier than creating a new subclass and do customization to make it works well. 展开更多
关键词 System CONVERSION abstract BEHAVIORAL SPECIFICATION DELTA modelING Software Product line Object Oriented
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Influence of Software Modeling and Design on Domain-Specific Abstract Thinking: Student’s Perspective
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作者 Zakarya A. Alzamil 《Journal of Software Engineering and Applications》 2013年第10期543-553,共11页
Software engineering has been taught at many institutions as individual course for many years. Recently, many higher education institutions offer a BSc degree in Software Engineering. Software engineers are required, ... Software engineering has been taught at many institutions as individual course for many years. Recently, many higher education institutions offer a BSc degree in Software Engineering. Software engineers are required, especially at the small enterprises, to play many roles, and sometimes simultaneously. Beside the technical and managerial skills, software engineers should have additional intellectual skills such as domain-specific abstract thinking. Therefore, software engineering curriculum should help the students to build and improve their skills to meet the labor market needs. This study aims to explore the perceptions of software engineering students on the influence of learning software modeling and design on their domain-specific abstract thinking. Also, we explore the role of the course project in improving their domain-specific abstract thinking. The study results have shown that, most of the surveyed students believe that learning and practicing modeling and design concepts contribute to their ability to think abstractly on specific domain. However, this finding is influenced by the students’ lack of the comprehension of some modeling and design aspects (e.g., generalization). We believe that, such aspects should be introduced to the students at early levels of software engineering curriculum, which certainly will improve their ability to think abstractly on specific domain. 展开更多
关键词 Domain-Specific abstract THINKING SOFTWARE modelING SOFTWARE DESIGN Teaching modelING and DESIGN SOFTWARE Engineering Education
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语言模型辅助的英语科技论文摘要语步语料库构建研究
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作者 李洪政 王若锦 +1 位作者 刘芳 冯冲 《外语学刊》 北大核心 2025年第1期29-38,共10页
语步结构是学术论文中的文本语篇单位,在学术用途英语等方面具有重要价值。尽管关于学术论文的语步研究非常丰富,但语步标注数据资源仍然相对较少。本研究借助自然语言处理领域的语言模型构建了涵盖多个学科领域的英语科技论文摘要语步... 语步结构是学术论文中的文本语篇单位,在学术用途英语等方面具有重要价值。尽管关于学术论文的语步研究非常丰富,但语步标注数据资源仍然相对较少。本研究借助自然语言处理领域的语言模型构建了涵盖多个学科领域的英语科技论文摘要语步标注语料库,包括近3.4万个语步结构。语料库构建的第一阶段依靠专家标注形成高质量语料,在第二阶段也是主要阶段,采用基于BERT架构的自动标注模型,在保证标注质量的同时能够快速提升标注速度、扩大标注规模。本研究随后开展了摘要语步自动标注识别实验,对比自动标注模型与大语言模型ChatGPT和Claude3识别不同学科领域的语步结构的效果,验证了模型和语料库的价值。该研究能为科技论文写作智能批改等自然语言处理任务以及学术用途英语等外语教学与研究等提供必要的数据资源,也验证了大语言模型辅助构建语言资源的可能性,体现了语言智能驱动的智慧外语教育的重要性,能有效推动外语教育数字化转型。 展开更多
关键词 语步结构 语料库 摘要文本 大语言模型
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基于Abstract Factory模式的C#实现 被引量:2
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作者 许璟峰 《电脑知识与技术》 2006年第9期179-180,共2页
随着面向对象设计技术的日益广泛运用,作为可复用技术基础的设计模式也得到了深入研究。本文结合C#语言,就创建模式中的AbstractFactory给出了一种可行的实现方式。
关键词 设计模式 创建型模式 抽象工厂 统一建模语言
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基于模块化Abstract-Refine算法框架的软件模型检测方法 被引量:1
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作者 王舜 杜晔 韩臻 《电子学报》 EI CAS CSCD 北大核心 2020年第5期997-1002,共6页
Abstract-Refine(抽象—精炼)方法是软件模型检测领域中较为有效的设计思想,具有较高的通用性和效率优势,但目前并没有一个框架可以对其精确进行描述及实现有效的模块化使用和替换.本文提出了一种模块化的Abstract-Refine算法框架,分析... Abstract-Refine(抽象—精炼)方法是软件模型检测领域中较为有效的设计思想,具有较高的通用性和效率优势,但目前并没有一个框架可以对其精确进行描述及实现有效的模块化使用和替换.本文提出了一种模块化的Abstract-Refine算法框架,分析和解释了Abstract-Refine算法所接受的输入程序的精细结构和特性,并对Abstract-Refine算法和相关子算法运用平衡操作符做以模块化解耦,使得子算法的修改和更换不需要依赖对上层的变更.经过实验验证,本方法可有效实现传统算法模块化解耦,同时不对原算法的性能造成冲击. 展开更多
关键词 软件模型检测 模块化方法 抽象—精炼(abstract-Refine) 通用算法 抽象程序
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Verifying the accuracy of interlocking tables for railway signalling systems using abstract state machines 被引量:1
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作者 Basri Tugcan Celebi Ozgur Turay Kaymakci 《Journal of Modern Transportation》 2016年第4期277-283,共7页
Railway transportation system is a critical sector where design methods and techniques are defined by international standards in order to reduce possible risks to an acceptable minimum level. CENELEC 50128 strongly re... Railway transportation system is a critical sector where design methods and techniques are defined by international standards in order to reduce possible risks to an acceptable minimum level. CENELEC 50128 strongly recommends the utilization of finite state machines during system modelling stage and formal proof methods during the verifi- cation and testing stages of control algorithms. Due to the high importance of interlocking table at the design state of a sig- nalization system, the modelling and verification of inter- locking tables are examined in this work. For this purpose, abstract state machines are used as a modelling tool. The developed models have been performed in a generalized structure such that the model control can be done automatically for the interlocking systems. In this study, NuSMV is used at the verification state. Also, the consistency of the developed models has been supervised through fault injection. The developed models and software components are applied on a real railway station operated by Metro Istanbul Co. 展开更多
关键词 model checking - abstract state machines Interlocking
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A Contrastive Genre Analysis of English Abstract in Linguistic Journals Written by Chinese and English Writers
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作者 郑翠 郑莹 《海外英语》 2012年第1X期267-269,共3页
This paper contrastively studies the generic structures of sixty abstracts from English teaching and learning journals written by Chinese writers and English native writers.Analysis of the data is based on Swales'... This paper contrastively studies the generic structures of sixty abstracts from English teaching and learning journals written by Chinese writers and English native writers.Analysis of the data is based on Swales' IMRD(Introduction-Method-Result-Discussion) model and all the data are coded through SPSS.Result indicates 1) English natives tend to write longer than Chinese.2) The rhetorical structure of the abstract tends to be more complete in the international journals.3) English natives tend to write more about the background details while the Chinese natives focus more on the result explanation.It is hoped that this comparison would shed some lights on abstract writing for Chinese writers. 展开更多
关键词 generic structures abstract IMRD model
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Genre Analysis of Research Dissertation Abstracts
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作者 刘军华 《海外英语》 2011年第15期240-242,共3页
Genre analysis has become one of the most important approaches to text analysis, especially in the field of English for Specific Purposes. Abstract is the essential part of the paper, which helps the readers get initi... Genre analysis has become one of the most important approaches to text analysis, especially in the field of English for Specific Purposes. Abstract is the essential part of the paper, which helps the readers get initial impressions. Because of its particular the usage of communication, it has its special rules and mode. The purpose of this paper was to present the 5-move model characteristic of research dissertation Abstracts, and explore the linguistic characteristics of each move. The analysis started from the macrostructure, i.e from the text as a whole, towards the microstructure which included linguistic description (syntactic and lexical). The results showed that most abstracts followed 5-move model and the linguistic features of this genre. 展开更多
关键词 GENRE analysis DISSERTATION abstractS 5-move model
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An IMRD-based Contrastive Study of Move in Aquatic Biology Article Abstracts by Native English Speakers and Chinese Authors
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作者 王儒钰 《海外英语》 2019年第24期111-112,共2页
Although contrastive move analysis of article abstracts has been a highlight,few studies focus on abstracts of natural sci⁃ence articles.To compensate for this gap,this study,based on IMRD model,focuses on aquatic bio... Although contrastive move analysis of article abstracts has been a highlight,few studies focus on abstracts of natural sci⁃ence articles.To compensate for this gap,this study,based on IMRD model,focuses on aquatic biology abstracts and contrasts those by native English speakers and those by Chinese authors.Combining quantitative and qualitative studies,it reveals their dif⁃ferences and similarities in terms of the frequency of different moves,sentence length and move length significance.Such similari⁃ties and differences can be explained by the face culture of China,the different language proficiency and the common convention of academic abstract. 展开更多
关键词 MOVE IMRD model abstract GENRE academic text
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竞技运动专家的认知优势及其形成机制——基于自动性特点和抽象化表征 被引量:2
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作者 褚昕宇 王泽军 《心理科学进展》 CSSCI CSCD 北大核心 2024年第4期689-699,共11页
目前对于竞技运动专家如何从长期训练中获得和迁移、提炼和更新专业知识与技能的机制尚未有清晰的阐释。基于专家-新手范式的研究表明,从表征学习的角度看竞技运动专家的认知优势主要体现在注意优势和记忆优势两方面,而竞技运动专家知... 目前对于竞技运动专家如何从长期训练中获得和迁移、提炼和更新专业知识与技能的机制尚未有清晰的阐释。基于专家-新手范式的研究表明,从表征学习的角度看竞技运动专家的认知优势主要体现在注意优势和记忆优势两方面,而竞技运动专家知识与技能的自动性特点和抽象化表征是其认知优势效应形成的两个关键原因。从生成模型的角度探讨竞技运动专家知识系统的抽象化表征机制,为能更好地理解竞技运动专家的认知优势效应,助其突破认知局限性提供了新的理论依据。 展开更多
关键词 运动专家知识系统 表征学习 自动性 抽象化 生成模型
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Improvement of LCM model and determination of model parameters at watershed scale for flood events in Hongde Basin of China 被引量:1
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作者 Jun Li Chang-ming Liu 《Water Science and Engineering》 EI CAS CSCD 2017年第1期36-42,共7页
Considering the fact that the original two-parameter LCM model can only be used to investigate rainfall losses during the runoff period because the initial abstraction is not included, the LCM model was redefined as a... Considering the fact that the original two-parameter LCM model can only be used to investigate rainfall losses during the runoff period because the initial abstraction is not included, the LCM model was redefined as a three-parameter model, including the initial abstraction coefficient l, the initial abstraction Ia, and the rainfall loss coefficient R. The improved LCM model is superior to the original two-parameter model, which only includes r and R, where r is the initial rainfall loss index and can be calculated with l using the Soil Conservation Service curve number (SCS-CN) method, with r = 1/(1 + λ). The trial method was used to determine the parameter values of the improved LCM model at the watershed scale for 15 flood events in the Hongde Basin in China. The results show that larger r values are associated with smaller R values, and the parameter R ranges widely from 0.5 to 2.0. In order to improve the practicability of the LCM model, r = 0.833 with λ = 0.2 is reasonable for simplifying calculation. When the LCM model is applied to arid and semi-arid regions, rainfall without yielding runoff should be deducted from the total rainfall for more accurate estimation of rainfall-runoff. 展开更多
关键词 LCM model SCS-CN method RAINFALL-RUNOFF Initial abstraction Partial-area runoff Determination of parameter Loess Plateau
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Formal Verification of TASM Models by Translating into UPPAAL 被引量:1
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作者 胡凯 张腾 +3 位作者 杨志斌 顾斌 蒋树 姜泮昌 《Journal of Donghua University(English Edition)》 EI CAS 2012年第1期51-54,共4页
Timed abstract state machine(TASM) is a formal specification language used to specify and simulate the behavior of real-time systems. Formal verification of TASM model can be fulfilled through model checking activitie... Timed abstract state machine(TASM) is a formal specification language used to specify and simulate the behavior of real-time systems. Formal verification of TASM model can be fulfilled through model checking activities by translating into UPPAAL. Firstly, the translational semantics from TASM to UPPAAL is presented through atlas transformation language(ATL). Secondly, the implementation of the proposed model transformation tool TASM2UPPAAL is provided. Finally, a case study is given to illustrate the automatic transformation from TASM model to UPPAAL model. 展开更多
关键词 timed abstract state machine(TASM) formal verification model transformation atlas transformation language(ATL) UPPAAL
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Support Operator’s Fault Diagnosis of Complex Plant Systemthrough Multilevel Flow Model and Ecological Interface Design 被引量:1
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作者 OuYang Jun Yang Ming +2 位作者 Hidekazu Yoshikawa Zhou Yangping Liu Jingquan 《工程科学(英文版)》 2005年第4期59-67,共9页
The paper describes a new human-interface system design method by combining the conception of Multilevel Flow Model and Ecological Interface Design to support operators’ fault diagnosis in the complex plant system. M... The paper describes a new human-interface system design method by combining the conception of Multilevel Flow Model and Ecological Interface Design to support operators’ fault diagnosis in the complex plant system. Modern man-made systems are always achieving many complex automatic and intelligent tasks so that they are becoming more and more complex and can be hardly understood by operators, who should be the primary role in system operating. This situation presents a big challenge to the operating support system that it should present the complex system in a direct and clear way to operators to and make operators understand the internal interaction of the system especially in the abnormal status to ensure the operating safety. The Multilevel Flow Model based on the idea of ”Abstraction Hierarchy”, aiming at decompressing a system by means-end and part-whole way, can be used to represent a complex system in a standard way and perform intelligent operating tasks such as fault diagnosis and process control. Ecological Interface Design, which based on the human cognitive properties, can present the internal interaction of the system in a direct way. This paper combines this two interface design conceptions to achieve two aspects, intelligent fault diagnosis and direct presentation of causal relationship of operating parameters, to support operators’ fault diagnosis in complex plant system. The design method is applied to a PWR power plant in this paper as an application example. 展开更多
关键词 压水堆 故障诊断 复杂工厂系统 多级流动模型 生态接口设计
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数学基本思想在集合教学中的运用 被引量:1
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作者 胡乙 《北京工业职业技术学院学报》 2024年第1期107-110,共4页
为帮助学生全面深入地理解集合概念,对数学基本思想在集合教学中的运用进行了研究。数学基本思想一般包括抽象、推理与模型,教师从集合概念的抽象性、集合关系的抽象性出发,引导学生理解数学抽象思想;从集合推理运算的基础、集合恒等式... 为帮助学生全面深入地理解集合概念,对数学基本思想在集合教学中的运用进行了研究。数学基本思想一般包括抽象、推理与模型,教师从集合概念的抽象性、集合关系的抽象性出发,引导学生理解数学抽象思想;从集合推理运算的基础、集合恒等式的推理与证明出发,引导学生理解数学推理思想;从计数与概率论、数理逻辑中的集合模型出发,引导学生理解数学模型思想。 展开更多
关键词 集合 数学抽象思想 数学推理思想 数学模型思想
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AADL2TASM: a Verification and Analysis Tool for AADL Models
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作者 蒋树 胡凯 +3 位作者 杨志斌 顾斌 张腾 姜泮昌 《Journal of Donghua University(English Edition)》 EI CAS 2012年第1期94-98,共5页
Architecture analysis and design language (AADL) is an architecture description language standard for embedded real-time systems and it is widely used in safety-critical applications. For facilitating verifcafion an... Architecture analysis and design language (AADL) is an architecture description language standard for embedded real-time systems and it is widely used in safety-critical applications. For facilitating verifcafion and analysis, model transformation is one of the methods. A synchronous subset of AADL and a general methodology for translating the AADL subset into timed abstract state machine (TASM) were studied. Based on the arias transformation language ( ATL ) framework, the associated translating tool AADL2TASM was implemented by defining the meta-model of both AADL and TASM, and the ATL transformation rules. A case study with property verification of the AADL model was also presented for validating the tool. 展开更多
关键词 architecture analysis and design language AADL timed abstract state machine TASM model transformation atlas transformation languaee( ATL
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Review of Software Model-Checking Techniques for Dealing with Error Detection in Program Codes
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作者 Ednah Olubunmi Aliyu 《Journal of Software Engineering and Applications》 2023年第6期170-192,共23页
Debugging software code has been a challenge for software developers since the early days of computer programming. A simple need, because the world is run by software. So perhaps the biggest engineering challenge is f... Debugging software code has been a challenge for software developers since the early days of computer programming. A simple need, because the world is run by software. So perhaps the biggest engineering challenge is finding ways to make software more reliable. This review provides an overview of techniques developed over time in the field of software model checking to solve the problem of detecting errors in program code. In addition, the challenges posed by this technology are discussed and ways to mitigate them in future research and applications are proposed. A comprehensive examination of the various model verification methods used to detect program code errors is intended to lay the foundation for future research in this area. 展开更多
关键词 Software model Checking Symbolic Execution State Explosion abstractION Test Case Generations
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基于误差分治的神经网络验证
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作者 董彦松 刘月浩 +4 位作者 董旭乾 赵亮 田聪 于斌 段振华 《软件学报》 EI CSCD 北大核心 2024年第5期2307-2324,共18页
随着神经网络技术的快速发展,其在自动驾驶、智能制造、医疗诊断等安全攸关领域得到了广泛应用,神经网络的可信保障变得至关重要.然而,由于神经网络具有脆弱性,轻微的扰动经常会导致错误的结果,因此采用形式化验证的手段来保障神经网络... 随着神经网络技术的快速发展,其在自动驾驶、智能制造、医疗诊断等安全攸关领域得到了广泛应用,神经网络的可信保障变得至关重要.然而,由于神经网络具有脆弱性,轻微的扰动经常会导致错误的结果,因此采用形式化验证的手段来保障神经网络安全可信是非常重要的.目前神经网络的验证方法主要关注分析的精度,而易忽略运行效率.在验证一些复杂网络的安全性质时,较大规模的状态空间可能会导致验证方法不可行或者无法求解等问题.为了减少神经网络的状态空间,提高验证效率,提出一种基于过近似误差分治的神经网络形式化验证方法.该方法利用可达性分析技术计算非线性节点的上下界,并采用一种改进的符号线性松弛方法减少了非线性节点边界计算过程中的过近似误差.通过计算节点过近似误差的直接和间接影响,将节点的约束进行细化,从而将原始验证问题划分为一组子问题,其混合整数规划(MILP)公式具有较少的约束数量.所提方法已实现为工具NNVerifier,并通过实验在经典的3个数据集上训练的4个基于ReLU的全连接基准网络进行性质验证和评估.实验结果表明,NNVerifier的验证效率比现有的完备验证技术提高了37.18%. 展开更多
关键词 神经网络 模型抽象 符号传播 线性近似 分治
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Lacmia:抗混淆的多民族语言生成式摘要模型
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作者 翁彧 罗皓予 +3 位作者 刘征 超木日力格 刘轩 董俊 《中文信息学报》 CSCD 北大核心 2024年第10期80-94,共15页
该文提出了一种针对中国多民族低资源语言生成式摘要模型Lacmia(Language-Anti-confusioned Chinese Minority Abstractive Summarization Model)。为了克服以往模型只能处理单一语言的限制,Lacmia采用了一种统一的生成式架构来执行不... 该文提出了一种针对中国多民族低资源语言生成式摘要模型Lacmia(Language-Anti-confusioned Chinese Minority Abstractive Summarization Model)。为了克服以往模型只能处理单一语言的限制,Lacmia采用了一种统一的生成式架构来执行不同民族语言的摘要生成任务。此外,为了解决以往模型在多民族低资源语言处理上的性能不足问题,该模型在框架中加入了语言信息嵌入模块。该文通过在损失函数中引入目标语言偏好性正则化项,有效减轻了多语言摘要中出现的语言混淆现象,从而提升摘要生成准确性和流畅度。广泛的实验表明,Lacmia在包括藏语和维吾尔语在内的多民族低资源语言摘要任务中,取得了卓越成绩。除了在ROUGE评价标准上实现了显著性能提升外,Lacmia在该文新提出的CINOScore和NLCR两项指标上均达到了最佳效果,验证了模型的有效性和先进性。 展开更多
关键词 生成式摘要 多语言预训练模型 低资源语言信息处理 多目标学习
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