AI가 연구 논문을 죽일 것인가?

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#머신러닝/연구
원문 출처: hackernews · Genesis Park에서 요약 및 분석

요약

인공지능 기술을 활용해 최신 데이터로 연구 논문을 실시간 업데이트하거나 다양한 방식으로 결과를 재분석할 수 있는 기능이 도입될 것입니다. 이로 인해 독자가 스스로 연구를 수정 및 보완하는 '메타 논문' 개념이 등장하여, 고정된 표준 버전의 논문이 사라질 가능성이 제기되었습니다. 연구자들은 해당 분야의 모든 질문에 답할 수 있는 이러한 메타 논문 구축에 커리어의 많은 시간을 할애하게 될 것입니다.

본문

Imagine taking a macroeconomics paper and adding a little button at the end “Press this button to update this paper with the latest macro data.” All of a sudden you have multiple papers rather than one, and no single canonical version. It is the latter versions, not created directly by the authors, that people will look at. Imagine adding another button, to either micro or macro papers “Please rerun these results using what the AI thinks might be five other different yet still plausible specifications.” Then you have more papers yet. Ultimately, why not just build a “meta-paper,” using AI, to answer any possible question about the subject area under consideration. This meta-paper would allow the reader, using AI, to make many sorts of modifications and additions to the basic work. The meta-paper also would allow the reader to add new data, to run additional robustness checks, and to do whatever else you might think of. Once again, the canonical version of the paper evolves away. A researcher might spend a significant part of his or her career building such a meta-paper. Imagine a meta-paper, or sometimes I call it a “box,” devoted to answering questions about say fiscal policy, minimum wage hikes, or maybe the Industrial Revolution. Fed researchers would spend their entire careers, not writing papers, but improving the Fed’s “box” that answers questions about monetary policy and also prudential supervision. Who will be good at doing such things? Is it the people today who become the top economists, or not? Will it be a highly decentralized endeavor, or, given the compute and team work requirements, a highly centralized one? Economics is going to change a lot, as will many of the other sciences. It is funny, and tragic, how much some of you are still obsessed with writing and publishing “papers.”

Genesis Park 편집팀이 AI를 활용하여 작성한 분석입니다. 원문은 출처 링크를 통해 확인할 수 있습니다.

공유

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