In this world full of uncertainty, where the fabric of existence weaves patterns of complexity, multifractal emerges as beacons of insight, illuminating them. As we delve into the realm of text mining that underpins various natural language processing applications and powers a range of intelligent services, we recognize that behind the veil of text lies a manifestation of human thought and cognition, intricately intertwined with the complexities. Building upon the foundation of perceiving text as a complex system, this study embarks on a journey to unravel the hidden treasures within, armed with the proposed multifractal method that deciphers the multifractal attributes embedded within the text landscape. This endeavor culminates in the birth of our novel model, which also harnesses the power of the proposed activation function to facilitate nonlinear information transmission within its neural network architecture. The success on experiments anchored in real-world technical reports covering the extraction of technical term and classification of hazard events, stands as a testament to our endeavors. This research venture not only expands our understanding of text mining but also opens new horizons for knowledge discovery across various domains.

翻译：在这个充满不确定性的世界中，存在的织锦编织出复杂性的图案，多重分形如同洞察的灯塔照亮其间。当我们深入探究支撑各类自然语言处理应用并驱动一系列智能服务的文本挖掘领域时，认识到文本表象背后隐含的是人类思维与认知的体现，这些与复杂性紧密交织。基于将文本视为复杂系统的认知，本研究踏上揭示其中隐藏宝藏的征程，借助所提出的多重分形方法，解码文本景观中蕴含的多重分形属性。这一探索最终催生了我们的新型模型，该模型同时利用所提出的激活函数促进其神经网络架构内的非线性信息传递。基于真实技术报告涵盖术语提取与危险事件分类任务的实验成功，是对我们努力的明证。这项研究不仅拓展了我们对文本挖掘的理解，也为跨领域的知识发现开辟了新视野。