Optimal transmission method based on structural tree logic and semantic hybrid constraint

By performing logical format parsing and optimal transmission analysis on ESG reports, the problem of inaccurate enterprise ESG report assessments in existing technologies has been solved. This enables the deep semantic logic utilization of social media comments and ESG reports, improving assessment accuracy and verification efficiency.

CN122414331APending Publication Date: 2026-07-17湖南工商大学
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Patent Information

Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
湖南工商大学
Filing Date
2026-06-11
Publication Date
2026-07-17

AI Technical Summary

Technical Problem

Existing methods for verifying corporate ESG reports rely on manual auditing and shallow feature engineering, making it difficult to effectively utilize the deep semantic logic between social media comments and ESG reports, resulting in inaccurate long-term corporate valuations.

Method used

By parsing the logical format of ESG reports and constructing a chapter structure tree, the logical paths of fact nodes and comments are obtained. Optimal transmission analysis is then performed using semantic and logical distances to determine the report-comment mapping information. Combined with entropy regularization and asymmetric constraints, the accuracy of the assessment is improved.

Benefits of technology

It enables the effective use of online comments and ESG reports, improves the accuracy and efficiency of long-term corporate value assessment, reduces human intervention and noise interference, and provides fine-grained risk assessment support.

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Abstract

本发明涉及数据分析的技术领域,具体涉及一种基于结构树逻辑与语义混合约束的最优传输方法。所述方法包括:对ESG报告进行逻辑版式解析,得到篇章结构树;根据所述篇章结构树获取ESG报告中的每一个事实节点的逻辑路径,以及根据所述篇章结构树预测评论信息中的每一个报告评论的逻辑路径;以多个所述报告评论构成的概率分布作为源分布,多个所述事实节点构成的概率分布作为目标分布,进行最优传输分析,得到报告评论映射信息,其中,所述事实节点与所述报告评论之间的传输代价根据两者的语义距离和两者的逻辑距离确定。本发明能实现对网络评论和ESG报告的有效利用,提升对企业长期价值的评估准确性。
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