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Beyond Accuracy:Evaluating and Explaining the Capability Boundaries of Large Language Models in Syntax-Preserving Code Translation
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作者 Yaxin Zhao Qi Han +1 位作者 Hui Shu Yan Guang 《Computers, Materials & Continua》 2026年第2期1371-1394,共24页
LargeLanguageModels(LLMs)are increasingly appliedinthe fieldof code translation.However,existing evaluation methodologies suffer from two major limitations:(1)the high overlap between test data and pretraining corpora... LargeLanguageModels(LLMs)are increasingly appliedinthe fieldof code translation.However,existing evaluation methodologies suffer from two major limitations:(1)the high overlap between test data and pretraining corpora,which introduces significant bias in performance evaluation;and(2)mainstream metrics focus primarily on surface-level accuracy,failing to uncover the underlying factors that constrain model capabilities.To address these issues,this paper presents TCode(Translation-Oriented Code Evaluation benchmark)—a complexity-controllable,contamination-free benchmark dataset for code translation—alongside a dedicated static feature sensitivity evaluation framework.The dataset is carefully designed to control complexity along multiple dimensions—including syntactic nesting and expression intricacy—enabling both broad coverage and fine-grained differentiation of sample difficulty.This design supports precise evaluation of model capabilities across a wide spectrum of translation challenges.The proposed evaluation framework introduces a correlation-driven analysis mechanism based on static program features,enabling predictive modeling of translation success from two perspectives:Code Form Complexity(e.g.,code length and character density)and Semantic Modeling Complexity(e.g.,syntactic depth,control-flow nesting,and type system complexity).Empirical evaluations across representative LLMs—including Qwen2.5-72B and Llama3.3-70B—demonstrate that even state-of-the-art models achieve over 80% compilation success on simple samples,but their accuracy drops sharply below 40% on complex cases.Further correlation analysis indicates that Semantic Modeling Complexity alone is correlated with up to 60% of the variance in translation success,with static program features exhibiting nonlinear threshold effects that highlight clear capability boundaries.This study departs fromthe traditional accuracy-centric evaluation paradigm and,for the first time,systematically characterizes the capabilities of large languagemodels in translation tasks through the lens of programstatic features.The findings provide actionable insights for model refinement and training strategy development. 展开更多
关键词 Large language models(LLMs) code translation compiler testing program analysis complexity-based evaluation
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Copyright Authorization Statement
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《Agricultural Science & Technology》 2025年第2期24-24,共1页
Should the article be accepted and published by Agricultural Science&Technology,the author hereby grants exclusively to the editorial department of Agricultural Science&Technology the digital reproduction,dist... Should the article be accepted and published by Agricultural Science&Technology,the author hereby grants exclusively to the editorial department of Agricultural Science&Technology the digital reproduction,distribution,compilation and information network transmission rights. 展开更多
关键词 information network transmission information network COPYRIGHT digital reproduction Agricultural Science Technology COMPILATION AUTHORIZATION PUBLICATION
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New Books
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《China's Tibet》 2025年第5期71-71,共1页
New Era New Xizang The series of books has been compiled by educators from nine colleges affiliated with Xizang Minzu University over 18 months.The work is organized into six volumes.It systematically summarizes the r... New Era New Xizang The series of books has been compiled by educators from nine colleges affiliated with Xizang Minzu University over 18 months.The work is organized into six volumes.It systematically summarizes the remarkable achievements of Xizang in various domains,including economic development. 展开更多
关键词 educational compilation new books economic development xizang new era
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Copyright Authorization Statement
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《Agricultural Science & Technology》 2025年第1期6-6,共1页
Should the article be accepted and published by Agricultural Science&Technology,the author hereby grants exclusively to the editorial department of Agricultural Science&Technology the digital reproduction,dist... Should the article be accepted and published by Agricultural Science&Technology,the author hereby grants exclusively to the editorial department of Agricultural Science&Technology the digital reproduction,distribution,compilation and information network transmission rights. 展开更多
关键词 information network transmission information network COPYRIGHT digital reproduction Agricultural Science Technology COMPILATION AUTHORIZATION PUBLICATION
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Copyright
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《Journal of Translational Neuroscience》 2025年第1期I0002-I0002,共1页
In compliance with“Copyright Law of the People’s Republic of China”,it is agreed by the author(s)of the said article as follows upon signing of this statement:The said article shall be published in Journal of Trans... In compliance with“Copyright Law of the People’s Republic of China”,it is agreed by the author(s)of the said article as follows upon signing of this statement:The said article shall be published in Journal of Trans-lational Neuroscience.The author(s)shall grant the fol-lowing worldwide exclusive rights carried by the said article in different languages to Journal of Translational Neuroscience free of charge:reproductions,distribution,electronic dissemination,translation and compilation.The author(s)authorize(s)Journal of Translational Neu-roscience to register the said article(including all the in-termedia)with the proper copyright authorities. 展开更多
关键词 COPYRIGHT electronic dissemination article publication COMPILATION exclusive rights journal translational neuroscience distribution REPRODUCTION
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Research on Optimization of Hierarchical Quantum Circuit Scheduling Strategy
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作者 Ziao Han Hui Li +2 位作者 Kai Lu Shujuan Liu Mingmei Ju 《Computers, Materials & Continua》 2025年第3期5097-5113,共17页
Traditional quantum circuit scheduling approaches underutilize the inherent parallelism of quantum computation in the Noisy Intermediate-Scale Quantum(NISQ)era,overlook the inter-layer operations can be further parall... Traditional quantum circuit scheduling approaches underutilize the inherent parallelism of quantum computation in the Noisy Intermediate-Scale Quantum(NISQ)era,overlook the inter-layer operations can be further parallelized.Based on this,two quantum circuit scheduling optimization approaches are designed and integrated into the quantum circuit compilation process.Firstly,we introduce the Layered Topology Scheduling Approach(LTSA),which employs a greedy algorithm and leverages the principles of topological sorting in graph theory.LTSA allocates quantum gates to a layered structure,maximizing the concurrent execution of quantum gate operations.Secondly,the Layerwise Conflict Resolution Approach(LCRA)is proposed.LCRA focuses on utilizing directly executable quantum gates within layers.Through the insertion of SWAP gates and conflict resolution checks,it minimizes conflicts and enhances parallelism,thereby optimizing the overall computational efficiency.Experimental findings indicate that LTSA and LCRA individually achieve a noteworthy reduction of 51.1%and 53.2%,respectively,in the number of inserted SWAP gates.Additionally,they contribute to a decrease in hardware gate overhead by 14.7%and 15%,respectively.Considering the intricate nature of quantum circuits and the temporal dependencies among different layers,the amalgamation of both approaches leads to a remarkable 51.6%reduction in inserted SWAP gates and a 14.8%decrease in hardware gate overhead.These results underscore the efficacy of the combined LTSA and LCRA in optimizing quantum circuit compilation. 展开更多
关键词 Quantum circuit scheduling layered topology scheduling approach(LTSA) layerwise conflict resolu-tion approach(LCRA) quantum computing quantum circuit compilation
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作战编成作战能力量化模型 被引量:2
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作者 周华任 马亚平 +1 位作者 马元正 陈国社 《火力与指挥控制》 CSCD 北大核心 2014年第1期21-24,共4页
作战编成(编组)作战能力量化是作战模拟中的一个重要方面,基于五力分析的基础上,讨论了作战编成(编组)作战能力的聚合方法以及对作战影响的因素,提出了作战编成(编组)作战能力量化的静态和动态量化模型。
关键词 作战编成(编组) 作战模拟 静态模型 动态模型 OPERATIONAL compiled(group)
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中国百年汉英语文辞书纵横论 被引量:3
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作者 曾东京 《上海翻译》 CSSCI 北大核心 1999年第2期46-49,共4页
一、概况中国汉英语文辞书的历史同中国英汉语文辞书的历史相仿(另文阐叙),可以用“二、一、三”来概括。所谓“二”就是从第一部汉英词典(1815)问世至今经历了近二百年。所谓“一”就是在其间先后出版了一百数拾部各种类汉英... 一、概况中国汉英语文辞书的历史同中国英汉语文辞书的历史相仿(另文阐叙),可以用“二、一、三”来概括。所谓“二”就是从第一部汉英词典(1815)问世至今经历了近二百年。所谓“一”就是在其间先后出版了一百数拾部各种类汉英语文辞书。所谓“三”就是汉英语文辞... 展开更多
关键词 CHINESE ENGLISH DICTIONARY COMPILATION HISTORY
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ASIC设计技术及其发展研究 被引量:3
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作者 姚亚峰 陈建文 黄载禄 《中国集成电路》 2006年第10期15-20,42,共7页
对ASIC设计的工作流程和相关工具软件进行了简要介绍,并概括了ASIC设计的发展过程和较新趋势,以促进大家对芯片设计领域的认识和了解。
关键词 ASIC设计 设计成本 深亚微米工艺 时钟树 发展研究 时序仿真 设计输入 COMPILER 可测性设计 硬件描述语言
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危险化学品重大危险源辨识分级系统V1.0的研究与实现 被引量:2
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作者 姚丹丹 《化工管理》 2023年第36期96-99,共4页
危险化学品的存在给人们的生命和财产带来了潜在的风险,因此,开发一款能快速准确识别危险化学品重大危险源并进行风险分级评估的软件,对保障人民群众的生命安全和防止危险化学品事故的发生至关重要。基于MATLAB Compiler开发了危险化学... 危险化学品的存在给人们的生命和财产带来了潜在的风险,因此,开发一款能快速准确识别危险化学品重大危险源并进行风险分级评估的软件,对保障人民群众的生命安全和防止危险化学品事故的发生至关重要。基于MATLAB Compiler开发了危险化学品重大危险源辨识分级系统V1.0,该系统能够快速识别危险化学品的临界量和校正系数,并通过输入实际存在量,完成危险化学品的重大危险源辨识。同时,该系统还能够根据用户输入的校正系统,计算重大危险源分级指标。该系统具有操作简单、响应速度快、准确度高等优点,在危险化学品生产、储存、运输等领域有着广泛的应用前景。 展开更多
关键词 危险化学品 重大危险源 辨识分级系统 MATLAB Compiler 风险评估
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The Key Techniques of VHDL Parser's Automatic Generation
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作者 牛振东 宋翰涛 刘明业 《Journal of Beijing Institute of Technology》 EI CAS 1995年第2期187+182-187,共7页
VHDL and its supporting environment are active domain in the field of logic design.In the paper the design principle and some key techniques to solve the problems on the implementation of the VHDL parser are introduce... VHDL and its supporting environment are active domain in the field of logic design.In the paper the design principle and some key techniques to solve the problems on the implementation of the VHDL parser are introduced. According to the methods discussed in the paper, the VHDL parser based on VHDL IEEE 1076 standard version is implemented and a series of strict tests are done. This VHDL parser is front-end tool of the VHDL high level synthesis and mixed level simulation system developed by the Research Center of ASIC of BIT. 展开更多
关键词 compiler/VHDL VHDL parser YACC
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深亚微米并行CRC32编码芯片的设计和实现
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作者 郭宝增 吴鹏飞 《河北大学学报(自然科学版)》 CAS 北大核心 2014年第1期89-93,共5页
在分析CRC编码算法的基础上,从传统的串行编码算法着手,推导出适合高速通信的并行算法,通过FPGA(现场可编程门阵列)验证确保算法代码的逻辑功能正确;采用中芯国际simc18(180nm工艺库)实现了并行CRC32编码芯片的设计.该设计具有编码速度... 在分析CRC编码算法的基础上,从传统的串行编码算法着手,推导出适合高速通信的并行算法,通过FPGA(现场可编程门阵列)验证确保算法代码的逻辑功能正确;采用中芯国际simc18(180nm工艺库)实现了并行CRC32编码芯片的设计.该设计具有编码速度快、占用资源少、低功耗、易于量产等优点. 展开更多
关键词 CRC32 并行 FPGA Design COMPILER SOC ENCOUNTER
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Questionnaire Design and Analysis for the Influences of Prototype Landscape on One's Landscape Perception
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作者 王之婧 朱春阳 冯艺佳 《Journal of Landscape Research》 2010年第5期78-80,85,共4页
Prototype landscape refers to the impressive scenes that one has experienced in his/her living environment before 20 years old.Based on the analysis of the existing literature,the authors compiled a standard scale typ... Prototype landscape refers to the impressive scenes that one has experienced in his/her living environment before 20 years old.Based on the analysis of the existing literature,the authors compiled a standard scale type questionnaire by means of a field survey,which was about the influences of prototype landscape on one's landscape perception.Taking Likert scale as the main part,this questionnaire analyzed the influence of prototype landscape on landscape perception from perception,attitude,and behavior dimensions.In order to further improve its rationality,the authors tested some other aspects of this questionnaire,including logic validity,construct validity,congeniality reliability,split-half reliability,etc..The results validated that the questionnaire possessed good theoretical structure and validity target,which can evaluate various aspects of prototype landscape on one's landscape perception in an effective and reliable way.Therefore,the questionnaire put forward by this study not only enriched the studies of prototype landscape on landscape designing,but also provided an effective tool for quantitative analysis of "the influences of prototype landscape on one's landscape perception". 展开更多
关键词 COMPILING QUESTIONNAIRE PROTOTYPE LANDSCAPE LANDSCAPE PERCEPTION Likert scale
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SystemC到HDL的研究探讨
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作者 杨荣 朱勇 《武汉科技学院学报》 2008年第9期29-32,共4页
如今,用SystemC进行硬件设计和建模已成为一种趋势。但是,VHDL和Verilog是被公认的业界标准,因此,有时就不可避免要将SystemC转换成VHDL或Verilog。本文介绍了几种比较典型的免费翻译工具,简要阐述了各自的特性并作了一个比较。如果进... 如今,用SystemC进行硬件设计和建模已成为一种趋势。但是,VHDL和Verilog是被公认的业界标准,因此,有时就不可避免要将SystemC转换成VHDL或Verilog。本文介绍了几种比较典型的免费翻译工具,简要阐述了各自的特性并作了一个比较。如果进行较大的设计研究,选择SystemCrafter SC和Agility Compiler比较理想。 展开更多
关键词 SYSTEMC VHDL VERILOG SystemCrafter SC AGILITY COMPILER
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抑制通货膨胀 管好市场物价
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作者 沈斌华 《前沿》 1995年第3期11-15,共5页
抑制通货膨胀管好市场物价沈斌华自治区1993年以来,流通领域秩序混乱,通货膨胀呈加剧之势,比大家记忆犹新的1988年那次通货,更为严峻。人民群众对此不满意,街头巷尾,议论纷纷,反映强烈。我们内蒙古地区,城镇居民的平均... 抑制通货膨胀管好市场物价沈斌华自治区1993年以来,流通领域秩序混乱,通货膨胀呈加剧之势,比大家记忆犹新的1988年那次通货,更为严峻。人民群众对此不满意,街头巷尾,议论纷纷,反映强烈。我们内蒙古地区,城镇居民的平均生活费收入比全国平均水平低四分之一... 展开更多
关键词 :DSS GENERATOR COMMERCIAL ENTERPRISE management COMPILE technique
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Multimedia Performances for Pragmatic Tourism
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作者 Cane Koteski Dushko Josheski +4 位作者 Nikola V. Dimitrov Zlatko Jakovlev Snezana Bardarova Goranco Koteski Aleksandra Zezova 《Journal of Tourism and Hospitality Management》 2014年第2期60-66,共7页
Audiovisual and digital techniques are becoming the main resources in everyday life, and interdisciplinary transformation of tourism promotion and animation has already been applied in modem tourism. Tourism offers an... Audiovisual and digital techniques are becoming the main resources in everyday life, and interdisciplinary transformation of tourism promotion and animation has already been applied in modem tourism. Tourism offers and services should be complete, current, and qualitative through all phases of the planning process, starting from preparation to implementation. The modem tourist offer of services involves production of multivalorized natural, anthropogenic, communicative, and receptive values of a particular facility or geographic area as a tourist destination target. The tourist or client should experience complete "tour-retour", or as stated in the tourism "I came, saw, took, in order to come back again", through all the stages, from the preparation of the travel, the stay, up to the departure. Tourism, in the near future, or the tourist dialectical development in order to be completely realized, must pass through the so-called tourist triad from audiovisual or real, to virtual or imagined and to virtuous or perfect. In that case, an ecstasy of admiration, enhancement, prowess, joy, pleasure, excitement, success, and happiness will cause tourists to visit the place again. In order to experience the previously mentioned states, arrangement from professionals, tourist managers, and animators from various areas is of great importance. 展开更多
关键词 MULTIMEDIA compilations tourist TRIAD AUDIOVISUAL virtual ANIMATIONS pragmatic tourism
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On the compiling principles of Vocational English series--Basic English
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作者 王勃然 《Sino-US English Teaching》 2009年第4期23-25,共3页
This paper briefly introduces the systemic structure of Vocational English series--Basic English, and puts forwards the four key compiling principles, namely, system, cognition, practicality and interest.
关键词 Basic English systemic structure compiling principle
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Type of CPA Firm Association with Financial Statements and Commercial Lending Judgments
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作者 Arnold Schneider 《Journal of Modern Accounting and Auditing》 2020年第11期514-521,共8页
This study examines whether the level of Certified Public Accounting(CPA)firm assurance associated with financial statements affects commercial lending decisions.A between-subjects behavioral experiment is used with t... This study examines whether the level of Certified Public Accounting(CPA)firm assurance associated with financial statements affects commercial lending decisions.A between-subjects behavioral experiment is used with three conditions involving different levels of CPA firm assurance—compilations,reviews,and audits.Findings indicate that neither the lenders’risk assessments of loan applicants nor their elicited probabilities of granting credit differed among the three levels of CPA firm assurance. 展开更多
关键词 commercial lending compilations REVIEWS audits
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对吉林一号光学卫星的应急快速处理方法研究 被引量:5
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作者 程富雕 王密 +1 位作者 张致齐 方留杨 《测绘地理信息》 2017年第4期47-51,共5页
在CPU/GPU协同处理框架下,系统地探讨了光学遥感影像高性能处理方法。首先,实现光学卫星数据处理算法的GPU高效映射,将MTF补偿、传感器校正(包括波段配准和影像拼接)、系统几何校正等算法高效映射至GPU并行执行;在此基础上,为充分利用CP... 在CPU/GPU协同处理框架下,系统地探讨了光学遥感影像高性能处理方法。首先,实现光学卫星数据处理算法的GPU高效映射,将MTF补偿、传感器校正(包括波段配准和影像拼接)、系统几何校正等算法高效映射至GPU并行执行;在此基础上,为充分利用CPU高频化优势和加速I/O运算,利用Ramdisk技术在内存盘处理程序数据与结果输出,利用Intel C++Compiler编译优化框架。在GeForce GT 755M(GPU)、Mobile Quad Core Intel Core i7-4700MQ(CPU)的Windows系统环境下,对吉林一号卫星全色影像和多光谱影像原始数据进行0~2级产品的光学遥感影像预处理。实验结果表明,与传统预处理算法相比,此高性能算法的处理时间缩短到了40s以下,最高加速比达到11.216,可满足对海量光学卫星遥感影像数据的应急快速处理需求。 展开更多
关键词 吉林一号 光学遥感影像预处理 CPU/GPU协同 INTEL C++ COMPILER RAMDISK
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Compilation Mode for the Integrated Planning of Lake Scenic Areas——A Case Study of the Longhu Lake Scenic Area in the Taihang Mountains 被引量:1
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作者 韦德锋 尚改珍 +1 位作者 黄涛 李永军 《Journal of Landscape Research》 2012年第5期1-3,6,共4页
In view of lake scenic areas with abundant tourist resources but less-developed economy,contradictions between the urgency of its tourist resource development and complexity of urban-rural planning compilation were an... In view of lake scenic areas with abundant tourist resources but less-developed economy,contradictions between the urgency of its tourist resource development and complexity of urban-rural planning compilation were analyzed,and also limitations summarized as insufficient time and fund.Statutory planning contents included in the integrated compilation system were elaborated,and compilation of the integrated planning for the Longhe Lake Scenic Area in the Taihang Mountains was taken for example to introduce planning concepts of the compilation technical system.Considering characteristics of the study area,"regionality" was stressed as the foundation of planning compilation,concise,convenient and practical planning compilation contents were advocated and further explained from the perspectives of compiling by layer and category.In view of this,it is necessary to apply integrated compilation mode under certain circumstances,so as to provide a new approach for the planning compilation of other regions in China and enhance economic and social development of local areas. 展开更多
关键词 LAKE SCENIC area Longhu LAKE SCENIC Area Integrated PLANNING COMPILATION MODE Taihang MOUNTAINS
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