Table 3 Instruction for extracting key-insights.

From: A scientific-article key-insight extraction system based on multi-actor of fine-tuned open-source large language models

Please proceed to conduct a scholarly analysis of the provided research manuscript. Your analysis should encapsulate the core components of the study as delineated in the enumeration below:

Aim: What is the aim of the study?

Motivation: What is the motivation of the study?

Questions addressed: What question does this study address?

Methods: What methods does the study use to solve the question?

Evaluation metrics: What evaluation metrics are used in this study?

Findings: What does the study find?

Contributions: What are the contributions of this study?

Limitations: What are the limitations of this study?

Future work: What is the future work of this study?

Subsequently, organize the distilled information into a structured JSON format, omitting any supplementary explanations. The expected JSON structure for your analytical summary is as follows:

{

“Aim”: “[Insert analysis here]”,

“Motivation”: “[Insert analysis here]”,

“Questions addressed”: “[Insert analysis here]”,

“Method”: “[Insert analysis here]”,

“Evaluation metrics”: “[Insert analysis here]”,

“Findings”: “[Insert analysis here]”,

“Contributions”: “[Insert analysis here]”,

“Limitations”: “[Insert analysis here]”,

“Future work”: “[Insert analysis here]”

}

Research manuscript: [Research manuscript]

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