cs.AI updates on arXiv.org 10月03日
LLMs助力金融摘要生成
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本文提出利用大型语言模型(LLMs)如Google的Gemini Pro,结合OpenAlex数据提取和策略性提示工程,自动生成金融摘要,提高数据分析效率,并提供易于理解的洞察。

arXiv:2510.01225v1 Announce Type: cross Abstract: The exponential growth of information presents a significant challenge for researchers and professionals seeking to remain at the forefront of their fields and this paper introduces an innovative framework for automatically generating insightful financial digests using the power of Large Language Models (LLMs), specifically Google's Gemini Pro. By leveraging a combination of data extraction from OpenAlex, strategic prompt engineering, and LLM-driven analysis, we demonstrate the automated example of creating a comprehensive digests that generalize key findings, identify emerging trends. This approach addresses the limitations of traditional analysis methods, enabling the efficient processing of vast amounts of unstructured data and the delivery of actionable insights in an easily digestible format. This paper describes how LLMs work in simple words and how we can use their power to help researchers and scholars save their time and stay informed about current trends. Our study includes step-by-step process, from data acquisition and JSON construction to interaction with Gemini and the automated generation of PDF reports, including a link to the project's GitHub repository for broader accessibility and further development.

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LLMs 金融摘要 数据分析 大型语言模型 Gemini Pro
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