人工智能革命......不道德的出版业:人工智能会恶化我们功能失调的出版系统吗?

IF 3.3 2区 医学 Q1 PHYSIOLOGY
Journal of General Physiology Pub Date : 2024-11-04 Epub Date: 2024-10-07 DOI:10.1085/jgp.202413654
Thiago F A França, José Maria Monserrat
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引用次数: 0

摘要

在流动性经济的压力下,学术出版已不再是推动科学进步的工具,而成为一种品牌推广活动。当前的人工智能(AI)革命将使情况变得更糟。新一代大型语言模型(LLMs)在文本生成方面表现出令人印象深刻的能力,并已被用于撰写论文、拨款、同行评审报告、分析代码,甚至进行文献综述。虽然这些模型可以以积极的方式加以利用,但学术界的衡量标准和压力,以及我们功能失调的出版系统,促使人们不加选择、不加批判地使用这些模型来加快研究成果的产出。因此,法律硕士很可能会放大学术界最糟糕的激励机制,大大增加科学文献的数量,同时削弱其质量。目前,还没有明显有效的解决方案来克服这种严峻的局面,要使科学实践符合其严谨求真的传统理想,学术界必须进行一场文化革命。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The artificial intelligence revolution...in unethical publishing: Will AI worsen our dysfunctional publishing system?

Scholarly publishing has been shaped by the pressure of a liquid economy to become an exercise in branding more than a vehicle for the advancement of science. The current revolution in artificial intelligence (AI) is poised to make matters worse. The new generation of large language models (LLMs) have shown impressive capabilities in text generation and are already being used to write papers, grants, peer review reports, code for analyses, and even perform literature reviews. Although these models can be used in positive ways, the metrics and pressures of academia, along with our dysfunctional publishing system, stimulate their indiscriminate and uncritical use to speed up research outputs. Thus, LLMs are likely to amplify the worst incentives of academia, greatly increasing the volume of scientific literature while diluting its quality. At present, no effective solutions are evident to overcome this grim scenario, and nothing short of a cultural revolution within academia will be needed to realign the practice of science with its traditional ideal of a rigorous search for truth.

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来源期刊
CiteScore
6.00
自引率
10.50%
发文量
88
审稿时长
6-12 weeks
期刊介绍: General physiology is the study of biological mechanisms through analytical investigations, which decipher the molecular and cellular mechanisms underlying biological function at all levels of organization. The mission of Journal of General Physiology (JGP) is to publish mechanistic and quantitative molecular and cellular physiology of the highest quality, to provide a best-in-class author experience, and to nurture future generations of independent researchers. The major emphasis is on physiological problems at the cellular and molecular level.
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