中辉期货申请基于RAG技术的期货研报攥写方法专利，提升了数据检索精准度

Group 1 - The core viewpoint of the article is that Zhonghui Futures Co., Ltd. has applied for a patent for a method, system, and storage medium for writing futures research reports based on RAG technology, with the application date set for October 2025 [1] - The patent aims to enhance data retrieval accuracy, eliminate hallucinations from large models, strengthen compliance assurance, and improve multi-dimensional analysis capabilities, thereby providing comprehensive decision support for investors [1] - The method involves several steps, including data collection, keyword generation based on user input, feature extraction, and validation of the generated report through various checks [1] Group 2 - Zhonghui Futures Co., Ltd. was established in 1993 and is located in Shanghai, primarily engaged in capital market services [2] - The company has a registered capital of 143 million RMB and has made investments in 2 companies, participated in 3 bidding projects, and holds 6 patents [2] - Additionally, Zhonghui Futures has obtained 10 administrative licenses [2]