This study proposes a novel approach for analyzing learning behaviors in Chinese language education by integrating generative attention mechanisms and generative state transition equations. This method dynamically adjusts attention weights and models real-time changes in students’ emotional and behavioral states, addressing key limitations of existing approaches. A central innovation is the introduction of a generative loss function, which jointly optimizes sentiment prediction and behavior analysis, enhancing the adaptability of the model to diverse learning scenarios. This study is based on empirical experiments involving student behavior tracking, sentiment analysis, and personalized learning path modeling. Experimental results demonstrate this method’s effectiveness, achieving an accuracy of 90.6%, recall of 88.4%, precision of 89.3%, and F1-score of 88.8% in behavioral prediction tasks. Furthermore, this approach attains a learning satisfaction score of 89.2 with a 94.3% positive feedback rate, significantly outperforming benchmark models such as BERT, GPT-3, and T5. These findings validate the practical applicability and robustness of the proposed method, offering a structured framework for personalized teaching optimization and dynamic behavior modeling in Chinese language education.

Purpose: The purpose of this study is to evaluate the effects of exercise therapy on neck pain (NP) levels, neck dysfunction, and quality of life in patients with nonspecific neck pain (NSNP), and to compare the differences between different exercise interventions, thereby providing evidence for the application of exercise therapy in NSNP management. Methods: We implemented a comprehensive search strategy across seven databases (CNKI, Wanfang, VIP Database, Web of Science, PubMed, Elsevier, EBSCO) to retrieve randomized controlled trials (RCTs) evaluating exercise therapy for NSNP. Network meta-analysis and literature quality assessment were performed using Stata statistical software. Results: The results showed that 1919 studies were jointly included, and 30 papers remained after screening. And the analytical findings demonstrated that all nine exercise modalities could reduce the pain level in patients with NSNP, and stability training significantly improved NP level in patients with NSNP (surface area under the cumulative ranking curve (SUCRA) = 74.5). Pilates, resistance, stretch, stability, yoga, Qi gong, and Tai chi improved neck dysfunction in patients with NSNP; however, yoga was the best modality (SUCRA = 84.4). Ba Duan Jin, resistance, stretch, Qi gong, and Tai chi improved the quality of life of patients with NSNP, among which Ba Duan Jin is effective, and significantly improved the quality of life in patients with NSNP. (SUCRA = 91.1). Conclusion: Exercise therapy is an effective rehabilitation treatment for NSNP. Among these, Ba Duan Jin, stability and yoga training had the best effect on improving quality-of-life, NP, and neck dysfunction, respectively.

Exercise therapy is an effective means of relieving neck pain. However, the effectiveness of various exercise therapy interventions is currently inconsistent. Therefore, this study aims to use network meta-analysis to investigate the effectiveness of exercise therapy in treating non-specific neck pain (NSNP) and the differences between different exercise interventions, providing insights into the application of exercise therapy in NSNP management. Randomized controlled trials (RCTs) of NSNP exercise therapy were collected by searching the databases of CNKI, Wanfang, Vipshop, Web of Science, Pubmed, Elsevier, and EBSCO. Stata software was used to assess the quality of the literature, and Stata software was used for network meta-analysis. The results showed that 1919 studies were jointly included, and 30 papers were remaining after screening.The results of the study showed that Ba duan jin, Pilates, Resistance, Stretch, Stability, Yoga, Qi gong, Endurance, and Tai chi, all 9 exercise modalities, could reduce the level of pain in patients with NSNP, of which Stretch, Stability, Resistance, Pilates, and Ba duan jin improvement had significant differences, and Stability training was the best modality to significantly improve neck pain in NSNP patients (Surface area under the cumulative ranking curve (SUCRA) = 74.5). Pilates, Resistance, Stretch, Stability, Yoga, Qi gong, and Tai chi. All 7 exercise modalities can improve neck dysfunction in patients with NSNP, Yoga, Stretch and Resistance had significant improvement, the best modality was Yoga (SUCRA=84.4). Ba duan jin, Resistance, Stretch, Qi gong, and Tai chi. these 5 exercise modalities can all improve the quality of life of NSNP patients, among which Ba duan jin has effectiveness, and the best modality to improve neck dysfunction in NSNP patients is Ba duan jin (SUCRA=91.1).Exercise therapy is an effective rehabilitation treatment for NSNP, with significant effects in relieving NP, improving neck dysfunction, and enhancing quality of life. Among them, stability training had the best effect in relieving NP, yoga training had the best effect on neck dysfunction, and Ba duan jin had the best effect on life quality improvement.