This study investigates the role of generative large language models(GLLMs)in supporting complex selection and evaluation tasks within the academic paper review process.Using empirical data from management journal sub...This study investigates the role of generative large language models(GLLMs)in supporting complex selection and evaluation tasks within the academic paper review process.Using empirical data from management journal submissions,we compared the performance of six leading GLLMs(Claude 3.5,GPT-4O,Gemini 2.5,Deepseek-R3,Moonshot-V1(kimi),and Qwen-Long)against human editors and reviewers.The results show that,at the editorial screening stage,GLLMs can help editors identify manuscripts with low publication potential,with aggregated model scores closely matching human editorial decisions.At the review stage,comments generated by the union of any three GLLMs from six GLLMs can cover over 61%of issues raised by human reviewers and are rated as superior by management professors.These findings demonstrate that GLLMs can complement human judgment in multi-stage,knowledge-intensive decision processes,improving both the efficiency and quality of academic paper reviews.The study expands the application boundaries of generative Al in management research evaluation and offers practical insights for integrating GLLMs into scholarly review workflows.展开更多
Acta Geologica Sinica (English Edition) is a bimonthly,SCI-indexed academic journal produced by the Geological Society of China.With the latest 2023 Impact Factor of 2.1,it has long been indexed by many international ...Acta Geologica Sinica (English Edition) is a bimonthly,SCI-indexed academic journal produced by the Geological Society of China.With the latest 2023 Impact Factor of 2.1,it has long been indexed by many international databases and websites,such as SCI,CA,BIG,etc.Internationally,the journal cooperates with John Wiley&Sons,Inc.to publish the electronic version;all papers can be downloaded online.Contributors wishing to submit,read,enquire and download can log in via http://mc.manuscriptcentral.com/ags.展开更多
Acta Geologica Sinica(English Edition)is a bimonthly,SCI-indexed academic journal produced by the Geological Society of China.With the latest 2023 Impact Factor of 2.1,it has long been indexed by many international da...Acta Geologica Sinica(English Edition)is a bimonthly,SCI-indexed academic journal produced by the Geological Society of China.With the latest 2023 Impact Factor of 2.1,it has long been indexed by many international databases and websites,such as SCI,CA,BIG,etc.Internationally,the journal cooperates with John Wiley&Sons,Inc.to publish the electronic version;all papers can be downloaded online.Contributors wishing to submit,read,enquire and download can log in via http://mc.manuscriptcentral.com/ags.展开更多
Acta Geologica Sinica(English Edition)is a bimonthly,SCI-indexed academic journal produced by the Geological Society of China.Having an impact factor ranging from 1.5 to 2.15,it has long been indexed by many internati...Acta Geologica Sinica(English Edition)is a bimonthly,SCI-indexed academic journal produced by the Geological Society of China.Having an impact factor ranging from 1.5 to 2.15,it has long been indexed by many international databases and websites,such as SCI,CA,BIG,etc.Internationally,the journal cooperates with John Wiley&Sons Co.Ltd to publish the electronic version;all papers can be downloaded online.Contributors wishing to submit,read,enquire and展开更多
Acta Geologica Sinica （English Edition） is a bimonthly, SCI-indexed academic journal produced by the Geological Society of China. Having an impact factor ranging from 1.5 to 2.15, it has long been indexed by many in...Acta Geologica Sinica （English Edition） is a bimonthly, SCI-indexed academic journal produced by the Geological Society of China. Having an impact factor ranging from 1.5 to 2.15, it has long been indexed by many international databases and websites, such as SCI, CA, BIG, etc. Internationally, the journal cooperates with John Wiley ＆ Sons Co. Ltd to publish the electronic version; all papers can be downloaded online. Contributors wishing to submit, read, enquire and download can log in either via http：//mc.manuscriptcentral.com/ags （for international contributors） or http：// www.geojournals.cn/dzxben/ch/index.aspx （for authors on the Chinese mainland）.展开更多
Acta Geologica Sinica （English Edition） is a bimonthly, SCI-indexed academic journal produced by the Geological Society of China. Having an impact factor ranging from 1.5 to 2.15, it has long been indexed by many in...Acta Geologica Sinica （English Edition） is a bimonthly, SCI-indexed academic journal produced by the Geological Society of China. Having an impact factor ranging from 1.5 to 2.15, it has long been indexed by many international databases and websites, such as SCI, CA, BIG, etc. Internationally, the journal cooperates with John Wiley ＆ Sons Co. Ltd to publish the electronic version; all papers can be downloaded online. Contributors wishing to submit, read, enquire and download can log in either via http：//mc.manuscriptcentral.com/ags （for international contributors） or http：// www.geojournals.cn/dzxben/ch/index.aspx （for authors on the Chinese mainland）.展开更多
Acta Geologica Sinica （English Edition） is a bimonthly, SCI-indexed academic journal produced by the Geological Society of China. Having an impact factor ranging from 1.5 to 2.15, it has long been indexed by many in...Acta Geologica Sinica （English Edition） is a bimonthly, SCI-indexed academic journal produced by the Geological Society of China. Having an impact factor ranging from 1.5 to 2.15, it has long been indexed by many international databases and websites, such as SCI, CA, BIG, etc. Internationally, the journal cooperates with John Wiley ＆ Sons Co. Ltd to publish the electronic version; all papers can be downloaded online. Contributors wishing to submit, read, enquire and download can log in either via http：//mc.manuscriptcentral.com/ags （for international contributors） or http：// www.geoiournals.cn/dzxben/ch/index.asox （for authors on the Chinese mainland）.展开更多
Acta Geologica Sinica （English Edition） is a bimonthly, SCI-indexed academic journal produced by the Geological Society of China. Having an impact factor ranging from 1.5 to 2.15, it has long been indexed by many in...Acta Geologica Sinica （English Edition） is a bimonthly, SCI-indexed academic journal produced by the Geological Society of China. Having an impact factor ranging from 1.5 to 2.15, it has long been indexed by many international databases and websites, such as SCI, CA, BIG, etc. Internationally, the journal cooperates with John Wiley ＆ Sons Co. Ltd to publish the electronic version; all papers can be downloaded online. Contributors wishing to submit,展开更多
Acta Geologica Sinica （English Edition） is a bimonthly, SCI-indexed academic journal produced by the Geological Society of China. Having an impact factor ranging fi＇om 1.5 to 2.15, it has long been indexed by many ...Acta Geologica Sinica （English Edition） is a bimonthly, SCI-indexed academic journal produced by the Geological Society of China. Having an impact factor ranging fi＇om 1.5 to 2.15, it has long been indexed by many international databases and websites, such as SCI, CA, BIG, etc. IntemationaUy, the journal cooperates with John Wiley ＆ Sons Co.展开更多
Acta Geologica Sinica （English Edition） is a bimonthly, SCI-indexed academic journal produced by the Geological Society of China. Having an impact factor ranging from 1.5 to 2.15, it has long been indexed by many in...Acta Geologica Sinica （English Edition） is a bimonthly, SCI-indexed academic journal produced by the Geological Society of China. Having an impact factor ranging from 1.5 to 2.15, it has long been indexed by many international databases and websites, such as SCI, CA, BIG, etc. Internationally, the journal cooperates with John Wiley ＆ Sons Co. Ltd to publish the electronic version; all papers can be downloaded online. Contributors wishing to submit, read, enquire and download can log in either via http：//mc.manuscriptcentral.com/ags （for international contributors） or http：// www.geoiournals.cn/dzxben/ch/index.aspx （for authors on the Chinese mainland）.展开更多
Acta Geologica Sinica （English Edition） is a bimonthly, SCI-indexed academic journal produced by the Geological Society of China. Having an impact factor ranging from 1.5 to 2.15, it has long been indexed by many in...Acta Geologica Sinica （English Edition） is a bimonthly, SCI-indexed academic journal produced by the Geological Society of China. Having an impact factor ranging from 1.5 to 2.15, it has long been indexed by many international databases and websites, such as SCI, CA, BIG, etc. Internationally, the journal cooperates with John Wiley ＆ Sons Co.展开更多
Acta Geologica Sinica（English Edition）is a bimonthly,SCI-indexed academic journal produced by the Geological Society of China.Having an impact factor ranging from 1.5 to 2.15,it has long been indexed by many interna...Acta Geologica Sinica（English Edition）is a bimonthly,SCI-indexed academic journal produced by the Geological Society of China.Having an impact factor ranging from 1.5 to 2.15,it has long been indexed by many international databases and websites,such as SCI,CA,BIG,etc.Internationally,the journal cooperates with John Wiley＆Sons Co.Ltd to publish the electronic version;all papers can be downloaded online.Contributors wishing to submit.展开更多
Acta Geologica Sinica （English Edition） is a bimonthly, SCI-indexed academic journal produced by the Geological Society of China. Having an impact factor ranging from 1.5 to 2.15, it has long been indexed by many in...Acta Geologica Sinica （English Edition） is a bimonthly, SCI-indexed academic journal produced by the Geological Society of China. Having an impact factor ranging from 1.5 to 2.15, it has long been indexed by many international databases and websites, such as SCI, CA, BIG, etc. Internationally, the journal cooperates with John Wiley ＆ Sons Co. Ltd to publish the electronic version; all papers can be downloaded online. Contributors wishing to submit, read, enquire and download can log in either via http：//mc.manuscriptcentral.corn/ags （for international contributors） or http：// www.geojournals.cn/dzxben/ch/index.aspx （for authors on the Chinese mainland）.展开更多
Acta Geologica Sinica （English Edition） is a bimonthly, SCI-indexed academic journal produced by the Geological Society of China. Having an impact factor ranging from 1.5 to 2.15, it has long been indexed by many in...Acta Geologica Sinica （English Edition） is a bimonthly, SCI-indexed academic journal produced by the Geological Society of China. Having an impact factor ranging from 1.5 to 2.15, it has long been indexed by many international databases and websites, such as SCI, CA, BIG, etc. Internationally, the journal cooperates with John Wiley ＆ Sons Co. Ltd to publish the electronic version; all papers can be downloaded online. Contributors wishing to submit, read, enquire and download can log in either via http：//mc.manuscriptcentral.corn/ags （for international contributors） or http：// www.geojournals.cn/dzxben/ch/index.aspx （for authors on the Chinese mainland）.展开更多
基金supported by the National Natural Science Foundation of China[grant number 72372102]for the project'Research on the coordination mechanism of digital transformation strategies between leading firms and follower firms in business ecosystem'.
文摘This study investigates the role of generative large language models(GLLMs)in supporting complex selection and evaluation tasks within the academic paper review process.Using empirical data from management journal submissions,we compared the performance of six leading GLLMs(Claude 3.5,GPT-4O,Gemini 2.5,Deepseek-R3,Moonshot-V1(kimi),and Qwen-Long)against human editors and reviewers.The results show that,at the editorial screening stage,GLLMs can help editors identify manuscripts with low publication potential,with aggregated model scores closely matching human editorial decisions.At the review stage,comments generated by the union of any three GLLMs from six GLLMs can cover over 61%of issues raised by human reviewers and are rated as superior by management professors.These findings demonstrate that GLLMs can complement human judgment in multi-stage,knowledge-intensive decision processes,improving both the efficiency and quality of academic paper reviews.The study expands the application boundaries of generative Al in management research evaluation and offers practical insights for integrating GLLMs into scholarly review workflows.
文摘Acta Geologica Sinica (English Edition) is a bimonthly,SCI-indexed academic journal produced by the Geological Society of China.With the latest 2023 Impact Factor of 2.1,it has long been indexed by many international databases and websites,such as SCI,CA,BIG,etc.Internationally,the journal cooperates with John Wiley&Sons,Inc.to publish the electronic version;all papers can be downloaded online.Contributors wishing to submit,read,enquire and download can log in via http://mc.manuscriptcentral.com/ags.
文摘Acta Geologica Sinica(English Edition)is a bimonthly,SCI-indexed academic journal produced by the Geological Society of China.With the latest 2023 Impact Factor of 2.1,it has long been indexed by many international databases and websites,such as SCI,CA,BIG,etc.Internationally,the journal cooperates with John Wiley&Sons,Inc.to publish the electronic version;all papers can be downloaded online.Contributors wishing to submit,read,enquire and download can log in via http://mc.manuscriptcentral.com/ags.
文摘Acta Geologica Sinica(English Edition)is a bimonthly,SCI-indexed academic journal produced by the Geological Society of China.Having an impact factor ranging from 1.5 to 2.15,it has long been indexed by many international databases and websites,such as SCI,CA,BIG,etc.Internationally,the journal cooperates with John Wiley&Sons Co.Ltd to publish the electronic version;all papers can be downloaded online.Contributors wishing to submit,read,enquire and
文摘Acta Geologica Sinica （English Edition） is a bimonthly, SCI-indexed academic journal produced by the Geological Society of China. Having an impact factor ranging from 1.5 to 2.15, it has long been indexed by many international databases and websites, such as SCI, CA, BIG, etc. Internationally, the journal cooperates with John Wiley ＆ Sons Co. Ltd to publish the electronic version; all papers can be downloaded online. Contributors wishing to submit, read, enquire and download can log in either via http：//mc.manuscriptcentral.com/ags （for international contributors） or http：// www.geojournals.cn/dzxben/ch/index.aspx （for authors on the Chinese mainland）.
文摘Acta Geologica Sinica （English Edition） is a bimonthly, SCI-indexed academic journal produced by the Geological Society of China. Having an impact factor ranging from 1.5 to 2.15, it has long been indexed by many international databases and websites, such as SCI, CA, BIG, etc. Internationally, the journal cooperates with John Wiley ＆ Sons Co. Ltd to publish the electronic version; all papers can be downloaded online. Contributors wishing to submit, read, enquire and download can log in either via http：//mc.manuscriptcentral.com/ags （for international contributors） or http：// www.geojournals.cn/dzxben/ch/index.aspx （for authors on the Chinese mainland）.
文摘Acta Geologica Sinica （English Edition） is a bimonthly, SCI-indexed academic journal produced by the Geological Society of China. Having an impact factor ranging from 1.5 to 2.15, it has long been indexed by many international databases and websites, such as SCI, CA, BIG, etc. Internationally, the journal cooperates with John Wiley ＆ Sons Co. Ltd to publish the electronic version; all papers can be downloaded online. Contributors wishing to submit, read, enquire and download can log in either via http：//mc.manuscriptcentral.com/ags （for international contributors） or http：// www.geoiournals.cn/dzxben/ch/index.asox （for authors on the Chinese mainland）.
文摘Acta Geologica Sinica （English Edition） is a bimonthly, SCI-indexed academic journal produced by the Geological Society of China. Having an impact factor ranging from 1.5 to 2.15, it has long been indexed by many international databases and websites, such as SCI, CA, BIG, etc. Internationally, the journal cooperates with John Wiley ＆ Sons Co. Ltd to publish the electronic version; all papers can be downloaded online. Contributors wishing to submit,
文摘Acta Geologica Sinica （English Edition） is a bimonthly, SCI-indexed academic journal produced by the Geological Society of China. Having an impact factor ranging fi＇om 1.5 to 2.15, it has long been indexed by many international databases and websites, such as SCI, CA, BIG, etc. IntemationaUy, the journal cooperates with John Wiley ＆ Sons Co.
文摘Acta Geologica Sinica （English Edition） is a bimonthly, SCI-indexed academic journal produced by the Geological Society of China. Having an impact factor ranging from 1.5 to 2.15, it has long been indexed by many international databases and websites, such as SCI, CA, BIG, etc. Internationally, the journal cooperates with John Wiley ＆ Sons Co. Ltd to publish the electronic version; all papers can be downloaded online. Contributors wishing to submit, read, enquire and download can log in either via http：//mc.manuscriptcentral.com/ags （for international contributors） or http：// www.geoiournals.cn/dzxben/ch/index.aspx （for authors on the Chinese mainland）.
文摘Acta Geologica Sinica （English Edition） is a bimonthly, SCI-indexed academic journal produced by the Geological Society of China. Having an impact factor ranging from 1.5 to 2.15, it has long been indexed by many international databases and websites, such as SCI, CA, BIG, etc. Internationally, the journal cooperates with John Wiley ＆ Sons Co.
文摘Acta Geologica Sinica（English Edition）is a bimonthly,SCI-indexed academic journal produced by the Geological Society of China.Having an impact factor ranging from 1.5 to 2.15,it has long been indexed by many international databases and websites,such as SCI,CA,BIG,etc.Internationally,the journal cooperates with John Wiley＆Sons Co.Ltd to publish the electronic version;all papers can be downloaded online.Contributors wishing to submit.
文摘Acta Geologica Sinica （English Edition） is a bimonthly, SCI-indexed academic journal produced by the Geological Society of China. Having an impact factor ranging from 1.5 to 2.15, it has long been indexed by many international databases and websites, such as SCI, CA, BIG, etc. Internationally, the journal cooperates with John Wiley ＆ Sons Co. Ltd to publish the electronic version; all papers can be downloaded online. Contributors wishing to submit, read, enquire and download can log in either via http：//mc.manuscriptcentral.corn/ags （for international contributors） or http：// www.geojournals.cn/dzxben/ch/index.aspx （for authors on the Chinese mainland）.
文摘Acta Geologica Sinica （English Edition） is a bimonthly, SCI-indexed academic journal produced by the Geological Society of China. Having an impact factor ranging from 1.5 to 2.15, it has long been indexed by many international databases and websites, such as SCI, CA, BIG, etc. Internationally, the journal cooperates with John Wiley ＆ Sons Co. Ltd to publish the electronic version; all papers can be downloaded online. Contributors wishing to submit, read, enquire and download can log in either via http：//mc.manuscriptcentral.corn/ags （for international contributors） or http：// www.geojournals.cn/dzxben/ch/index.aspx （for authors on the Chinese mainland）.
