Knowledge distillation has become a standard technique for compressing large language models into efficient student models,but existing methods often struggle to balance prediction accuracy with explanation quality.Re...Knowledge distillation has become a standard technique for compressing large language models into efficient student models,but existing methods often struggle to balance prediction accuracy with explanation quality.Recent approaches such as Distilling Step-by-Step(DSbS)introduce explanation supervision,yet they apply it in a uniform manner that may not fully exploit the different learning dynamics of prediction and explanation.In this work,we propose a task-structured curriculum learning(TSCL)framework that structures training into three sequential phases:(i)prediction-only,to establish stable feature representations;(ii)joint prediction-explanation,to align task outputs with rationale generation;and(iii)explanation-only,to refine the quality of rationales.This design provides a simple but effective modification to DSbS,requiring no architectural changes and adding negligible training cost.We justify the phase scheduling with ablation studies and convergence analysis,showing that an initial prediction-heavy stage followed by a balanced joint phase improves both stability and explanation alignment.Extensive experiments on five datasets(e-SNLI,ANLI,CommonsenseQA,SVAMP,and MedNLI)demonstrate that TSCL consistently outperforms strong baselines,achieving gains of+1.7-2.6 points in accuracy and 0.8-1.2 in ROUGE-L,corresponding to relative error reductions of up to 21%.Beyond lexical metrics,human evaluation and ERASERstyle faithfulness diagnostics confirm that TSCL produces more faithful and informative explanations.Comparative training curves further reveal faster convergence and lower variance across seeds.Efficiency analysis shows less than 3%overhead in wall-clock training time and no additional inference cost,making the approach practical for realworld deployment.This study demonstrates that a simple task-structured curriculum can significantly improve the effectiveness of knowledge distillation.By separating and sequencing objectives,TSCL achieves a better balance between accuracy,stability,and explanation quality.The framework generalizes across domains,including medical NLI,and offers a principled recipe for future applications in multimodal reasoning and reinforcement learning.展开更多
Aiming at the problems of lagging curriculum,weak practice,and single evaluation in the cultivation of HarmonyOS Development talents,this study constructs a“teacher-machine-student”ternary interactive teaching model...Aiming at the problems of lagging curriculum,weak practice,and single evaluation in the cultivation of HarmonyOS Development talents,this study constructs a“teacher-machine-student”ternary interactive teaching model based on the Congyou platform.Through the building block curriculum system,the HarmonyOS technology stack is decoupled into dynamic capability units,and a multi-disciplinary cross-case library is jointly built with Huawei,which significantly improves the synchronization of teaching content and industrial technology.This paper innovatively designs an AI collaborative teaching system,which employs knowledge graphs to plan learning paths,utilizes virtual equipment clusters to simulate development environments,and establishes a“diagnosis-feedback-enhancement”closed loop through AI-based review,thereby effectively improving students’development efficiency and code reuse rate.A three-dimensional evaluation model integrating task outcomes,process performance,and innovation is constructed,incorporating indicators such as code standardization and an innovation index to strengthen the cultivation of engineering thinking and innovative ability.Furthermore,a data-driven support platform is built to generate student competency profiles,open up the“credit-competency-certification”pathway,promote the transformation of course achievements into contributions to the Huawei ecosystem,and significantly shorten the job adaptation cycle for graduates.The research results provide a replicable paradigm for the cultivation of domestic operating system talents.展开更多
Objective:English for Specific Purpose(ESP)is the essence for developing scientific research capacity,which is a core component for postgraduate education.The objective of this article is to develop a curriculum model...Objective:English for Specific Purpose(ESP)is the essence for developing scientific research capacity,which is a core component for postgraduate education.The objective of this article is to develop a curriculum model for ESP of Master's level nursing education in a Chinese medicine university.Method:A three-year action research approach with continuous reflection and modification was used to develop an ESP curriculum based on the RICH model.A total of 78 students of Master's Science in Nursing enrolled in 2016-2018 and three course teachers in Nanjing University of Chinese Medicine participated in the study.The ESP curriculum based on the RICH model involved research-based learning topics(R),integrated curriculum(Ⅰ),cooperative learning methods(C),and humanistic outcome(H).Results:The passing rate of the students was 100%,the excellent rate was 79.5%,with an average score of 83.16±3.43.All students were satisfied with the ESP course design and acknowledged the process of"growing up under the pressure".Four students have published five articles in the journals included by Science Citation Index(SCI).Conclusions:The study exerted a positive effect on the ESP teaching and learning and provided new ideas for the ESP curriculum integration of Master's Science in Nursing in China.展开更多
This paper outlines a curriculum model for contemporary programme design for the purpose of embedding educational innovation and technology within an inter-professional nursing curriculum. It has been developed from w...This paper outlines a curriculum model for contemporary programme design for the purpose of embedding educational innovation and technology within an inter-professional nursing curriculum. It has been developed from work within the School of Nursing and Midwifery at Keele University during the re-write of both the nursing and midwifery curriculum. The Nursing and Midwifery Council (NMC) require approval of all recordable programmes every five years and as such the school took this review as an opportunity to explore the curriculum model currently in use and develop an approach that would facilitate the professional requirements of the programme alongside the embedding of innovative learning and teaching methodologies. The model springs from extensive application of contemporary pedagogy underpinning adult learning, and forces consideration of cognitive alignment within a multi-modal delivery framework [1]. The model builds upon the early work of Fowler and Mayes [2] and later work of Bird [3] who explored the antecedents and underpinning theory for success within online learning experiences. This model has greater reach;having strategic fit for acontemporary “technology enhanced learning” application within further and higher education [4], whilst ensuring the achievement of given professional standards [5].展开更多
Teaching evaluation is an important and essential part of teaching, is an important means of detecting teaching effect. The traditional way of teaching evaluation only concerned with results of student learning, which...Teaching evaluation is an important and essential part of teaching, is an important means of detecting teaching effect. The traditional way of teaching evaluation only concerned with results of student learning, which is not conducive to reforms of English teaching methods and content. Our school s implemented English curriculum evaluation method combining formative assessment and summative assessment, which reflects the times, openness and flexibility of English teaching, but help to improve the overall quality of students, greatly promoting the reform of English teaching and development.展开更多
This thesis makes vocational school demonstration project as a starting point. It is a combination of the last ten years of literature on model school building. From the perspective of the audience, it is combing the ...This thesis makes vocational school demonstration project as a starting point. It is a combination of the last ten years of literature on model school building. From the perspective of the audience, it is combing the characteristics of the project due to the inherent requirements of the decision-making level, which is leading to its subordinate business operating space that has very limited level and then free the needs of the audience. It believes that if it relaxes contemplation perspective, consolidates construction of the curriculum, or it is a prime choice related to project management.展开更多
For a long time,the education work in China has been deeply affected by the target model.With the development of the times and the continuous reform of education,the impact of process model on education has become inc...For a long time,the education work in China has been deeply affected by the target model.With the development of the times and the continuous reform of education,the impact of process model on education has become increasingly prominent.It does not only give full play to the internal value of the curriculum content,but also cultivate students5 personality and subjectivity.Taking the middle school physical education curriculum design as an example,this paper explores the practical application of process model for reference.展开更多
Integrating local cultural resources into language teaching is a significant trend in fostering students’core competencies.This study addresses the challenge of effectively implementing China’s educational policy of...Integrating local cultural resources into language teaching is a significant trend in fostering students’core competencies.This study addresses the challenge of effectively implementing China’s educational policy of“Core Competencies for English as a Subject”in middle school classrooms by leveraging the unique revolutionary(“Red”)culture of Tangshan City.The research developed and tested a pedagogical model that utilizes Tangshan’s rich Red Culture heritage-such as the Kailuan Miners’Movement and the Xifengkou Great Wall Resistance relics-as authentic content for English language learning.Employing a mixed-methods approach,including literature review,fieldwork,action research,and case analysis in partner middle schools,the project involved designing thematic teaching resources(e.g.,lesson plans,micro-lectures)and implementing interactive activities like role-playing and project-based learning.Findings indicate that this localized approach significantly enhanced students’engagement,cultural awareness,critical thinking,and language application skills,effectively addressing the four dimensions of English core competencies:language ability,cultural awareness,thinking capacity,and learning ability.The study concludes that the“Local Culture-Integrated Core Competency Model”provides a practical,replicable framework for synergizing values education with language acquisition.It offers valuable insights for educators worldwide seeking to incorporate local history and values into foreign language curricula,promoting deeper contextual learning.展开更多
文摘Knowledge distillation has become a standard technique for compressing large language models into efficient student models,but existing methods often struggle to balance prediction accuracy with explanation quality.Recent approaches such as Distilling Step-by-Step(DSbS)introduce explanation supervision,yet they apply it in a uniform manner that may not fully exploit the different learning dynamics of prediction and explanation.In this work,we propose a task-structured curriculum learning(TSCL)framework that structures training into three sequential phases:(i)prediction-only,to establish stable feature representations;(ii)joint prediction-explanation,to align task outputs with rationale generation;and(iii)explanation-only,to refine the quality of rationales.This design provides a simple but effective modification to DSbS,requiring no architectural changes and adding negligible training cost.We justify the phase scheduling with ablation studies and convergence analysis,showing that an initial prediction-heavy stage followed by a balanced joint phase improves both stability and explanation alignment.Extensive experiments on five datasets(e-SNLI,ANLI,CommonsenseQA,SVAMP,and MedNLI)demonstrate that TSCL consistently outperforms strong baselines,achieving gains of+1.7-2.6 points in accuracy and 0.8-1.2 in ROUGE-L,corresponding to relative error reductions of up to 21%.Beyond lexical metrics,human evaluation and ERASERstyle faithfulness diagnostics confirm that TSCL produces more faithful and informative explanations.Comparative training curves further reveal faster convergence and lower variance across seeds.Efficiency analysis shows less than 3%overhead in wall-clock training time and no additional inference cost,making the approach practical for realworld deployment.This study demonstrates that a simple task-structured curriculum can significantly improve the effectiveness of knowledge distillation.By separating and sequencing objectives,TSCL achieves a better balance between accuracy,stability,and explanation quality.The framework generalizes across domains,including medical NLI,and offers a principled recipe for future applications in multimodal reasoning and reinforcement learning.
文摘Aiming at the problems of lagging curriculum,weak practice,and single evaluation in the cultivation of HarmonyOS Development talents,this study constructs a“teacher-machine-student”ternary interactive teaching model based on the Congyou platform.Through the building block curriculum system,the HarmonyOS technology stack is decoupled into dynamic capability units,and a multi-disciplinary cross-case library is jointly built with Huawei,which significantly improves the synchronization of teaching content and industrial technology.This paper innovatively designs an AI collaborative teaching system,which employs knowledge graphs to plan learning paths,utilizes virtual equipment clusters to simulate development environments,and establishes a“diagnosis-feedback-enhancement”closed loop through AI-based review,thereby effectively improving students’development efficiency and code reuse rate.A three-dimensional evaluation model integrating task outcomes,process performance,and innovation is constructed,incorporating indicators such as code standardization and an innovation index to strengthen the cultivation of engineering thinking and innovative ability.Furthermore,a data-driven support platform is built to generate student competency profiles,open up the“credit-competency-certification”pathway,promote the transformation of course achievements into contributions to the Huawei ecosystem,and significantly shorten the job adaptation cycle for graduates.The research results provide a replicable paradigm for the cultivation of domestic operating system talents.
基金the National steering committee for medical degrees education[grant numbers B2-YX20180304-07],China.
文摘Objective:English for Specific Purpose(ESP)is the essence for developing scientific research capacity,which is a core component for postgraduate education.The objective of this article is to develop a curriculum model for ESP of Master's level nursing education in a Chinese medicine university.Method:A three-year action research approach with continuous reflection and modification was used to develop an ESP curriculum based on the RICH model.A total of 78 students of Master's Science in Nursing enrolled in 2016-2018 and three course teachers in Nanjing University of Chinese Medicine participated in the study.The ESP curriculum based on the RICH model involved research-based learning topics(R),integrated curriculum(Ⅰ),cooperative learning methods(C),and humanistic outcome(H).Results:The passing rate of the students was 100%,the excellent rate was 79.5%,with an average score of 83.16±3.43.All students were satisfied with the ESP course design and acknowledged the process of"growing up under the pressure".Four students have published five articles in the journals included by Science Citation Index(SCI).Conclusions:The study exerted a positive effect on the ESP teaching and learning and provided new ideas for the ESP curriculum integration of Master's Science in Nursing in China.
文摘This paper outlines a curriculum model for contemporary programme design for the purpose of embedding educational innovation and technology within an inter-professional nursing curriculum. It has been developed from work within the School of Nursing and Midwifery at Keele University during the re-write of both the nursing and midwifery curriculum. The Nursing and Midwifery Council (NMC) require approval of all recordable programmes every five years and as such the school took this review as an opportunity to explore the curriculum model currently in use and develop an approach that would facilitate the professional requirements of the programme alongside the embedding of innovative learning and teaching methodologies. The model springs from extensive application of contemporary pedagogy underpinning adult learning, and forces consideration of cognitive alignment within a multi-modal delivery framework [1]. The model builds upon the early work of Fowler and Mayes [2] and later work of Bird [3] who explored the antecedents and underpinning theory for success within online learning experiences. This model has greater reach;having strategic fit for acontemporary “technology enhanced learning” application within further and higher education [4], whilst ensuring the achievement of given professional standards [5].
文摘Teaching evaluation is an important and essential part of teaching, is an important means of detecting teaching effect. The traditional way of teaching evaluation only concerned with results of student learning, which is not conducive to reforms of English teaching methods and content. Our school s implemented English curriculum evaluation method combining formative assessment and summative assessment, which reflects the times, openness and flexibility of English teaching, but help to improve the overall quality of students, greatly promoting the reform of English teaching and development.
文摘This thesis makes vocational school demonstration project as a starting point. It is a combination of the last ten years of literature on model school building. From the perspective of the audience, it is combing the characteristics of the project due to the inherent requirements of the decision-making level, which is leading to its subordinate business operating space that has very limited level and then free the needs of the audience. It believes that if it relaxes contemplation perspective, consolidates construction of the curriculum, or it is a prime choice related to project management.
文摘For a long time,the education work in China has been deeply affected by the target model.With the development of the times and the continuous reform of education,the impact of process model on education has become increasingly prominent.It does not only give full play to the internal value of the curriculum content,but also cultivate students5 personality and subjectivity.Taking the middle school physical education curriculum design as an example,this paper explores the practical application of process model for reference.
基金2025 Tangshan Normal University School-level Scientific Research Project“Cultivating Core Competencies in English through Local Red Culture:A Tangshan-Based Pedagogical Model for Middle School Students”(20251123037)2025 Tangshan Social Science Development Research Project“A Study on Integrating Chinese Traditional Culture Education into Junior High School English Classes in Tangshan City”(TSSKL2025-155)。
文摘Integrating local cultural resources into language teaching is a significant trend in fostering students’core competencies.This study addresses the challenge of effectively implementing China’s educational policy of“Core Competencies for English as a Subject”in middle school classrooms by leveraging the unique revolutionary(“Red”)culture of Tangshan City.The research developed and tested a pedagogical model that utilizes Tangshan’s rich Red Culture heritage-such as the Kailuan Miners’Movement and the Xifengkou Great Wall Resistance relics-as authentic content for English language learning.Employing a mixed-methods approach,including literature review,fieldwork,action research,and case analysis in partner middle schools,the project involved designing thematic teaching resources(e.g.,lesson plans,micro-lectures)and implementing interactive activities like role-playing and project-based learning.Findings indicate that this localized approach significantly enhanced students’engagement,cultural awareness,critical thinking,and language application skills,effectively addressing the four dimensions of English core competencies:language ability,cultural awareness,thinking capacity,and learning ability.The study concludes that the“Local Culture-Integrated Core Competency Model”provides a practical,replicable framework for synergizing values education with language acquisition.It offers valuable insights for educators worldwide seeking to incorporate local history and values into foreign language curricula,promoting deeper contextual learning.
