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[R] ResearchAgent: Iterative Research Idea Generation over Scientific Literature with Large Language Models
April 17, 2024, 5:49 p.m. | /u/SeawaterFlows
Machine Learning www.reddit.com
**Abstract**:
>Scientific Research, vital for improving human life, is hindered by its inherent complexity, slow pace, and the need for specialized experts. To enhance its productivity, we propose a **ResearchAgent**, a large language model-powered research idea writing agent, which automatically generates problems, methods, and experiment designs while iteratively refining them based on scientific literature. Specifically, starting with a core paper as the primary focus to generate ideas, our ResearchAgent is augmented not only with relevant publications through connecting …
abstract agent complexity core designs experiment experts human improving language language model large language large language model life literature machinelearning paper productivity research scientific scientific research them vital writing
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