The content discusses whether machine learning papers accepted between 2000 and 2021 would still get approved today, suggesting that the bar for publication has significantly risen. There's a debate on whether research standards have genuinely increased or if the field has simply become more crowded and competitive.
AI can be employed to validate research gaps, assisting PhD candidates in stress-testing the novelty and feasibility of their contributions. Tools like Scite help identify existing counter-evidence or adjacent studies that challenge assumed novelty, synthesizing searches for critical evaluation.
The author developed an AI thesis tool after ChatGPT fabricated three citations for a friend's Master's thesis, highlighting the unreliability of AI in academic research despite its potential to assist students. This personal experience led to the creation of a solution aimed at helping students structure their work and manage research material more effectively.
The author describes building a personal research tool named Archimedes to optimize the analysis of academic sources using Large Language Models (LLMs). Initially designed to address personal frustration with manual research, the tool revealed significant potential beyond individual use.
O autor se cansou da fragmentação do fluxo de trabalho de pesquisa, que espalha tarefas por diversas ferramentas, gerando caos com muitos artigos. Ele construiu o PapersFlow para unificar busca, organização, revisão e escrita em um único ambiente.