In the rapidly evolving domain of artificial intelligence, Large Language Models (LLMs) play a crucial role due to their advanced text processing and generation abilities. This study introduces new strategy aimed at harnessing on-device LLMs in invoking software APIs. We meticulously compile dataset derived from API documentation apply fine-tuning with capacities 2B, 3B 7B parameters, specifically enhance proficiency interactions. Our approach concentrates on refining models' grasp...

As the core of effective financial crisis prevention, enterprise finance prediction has been focal attention both theorists and businessmen. Financial predictions need to apply a variety operating indicators for its analysis. Therefore, new evaluation model based on nonlinear programming is established, nature proved, detailed solution steps are given, significance algorithm thoroughly discussed in this study. The proposed can deal with case missing data, good isotonic property profound...

Against the background where entrepreneurial economy is replacing managerial economy, study on firms' knowledge management mechanism facing their customers in wider sense becoming key to upgrade these customer competence.Thus, based a conceptual model construction of orientation and competence, this paper studies, an explorative manner, by way empirical firms with high orientation, correlation between competence.The autonomy active competition manifest significant positive correlations its...

Blockchain technology has gradually been applied to various industries, and its own characteristics such as decentralization, immutability, traceability have brought new development opportunities industries. Based on the concept of blockchain technology, this article expounds feasibility applying in rural cold chain logistics credit mechanisms, status quo industry challenges it faces. This combines blockchain, edge computing, Internet Things, starting from an engineering perspective, build a...

Abstract With the increasing economic development and gradual opening of China’s aviation market, Chinese industry is experiencing rapid growth facing some problems at same time. Many scholars have assessed profitability using a single assessment approach. Both theory methods in assessing airlines need to be developed improved. This article presents new integrated approach – combination factor analysis, principal component gray relational analysis. Based on decision making data mining, this...