Lin Zi

Unraveling the Microbiome-Metabolome Nexus for Innovative One-Health Solution

Nicolas Creusot, Floriant Bellvert, Samuel Bertrand, Cédric Bertrand et autres

Microbial communities, encompassing a vast taxonomic diversity, are fundamental to ecosystem integrity, biogeochemical cycles, and the health of humans, animals, and plants, along the One Health concept. A major scientific goal is to understand how these complex consortia function, interact, and adapt …

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Natural Language Processing Modeling for Content Mining and Sentiment Analysis in Online Media

Lin Zi, Steven Yue

The problems of word sense ambiguity and complex sentiment expression recognition in social media text sentiment analysis need to be solved urgently. By designing an analysis system based on improved BiLSTM-Attention, combined with an expanded sentiment lexicon, an optimized attention mechanism and …

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Impact of Inclined Fault and Spherical Cavity on Sandstone Failure and Acoustic Response Under Triaxial Compression

Yusong Zhao, Lin Zi, Anna Ni, Chencheng Lin

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Simulation study of physical cryptographic verification of nuclear warheads based on NRF excited by LCS γ-ray source

Yun-hang Yang, Wen Luo, Zhuo-xin Yan, Shuijun Zhang et autres

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Optimizing Language Model's Reasoning Abilities with Weak Supervision

Yongqi Tong, Sizhe Wang, Dawei Li, Y.H. Wang et autres

While Large Language Models (LLMs) have demonstrated proficiency in handling complex queries, much of the past work has depended on extensively annotated datasets by human experts. However, this reliance on fully-supervised annotations poses scalability challenges, particularly as models and data requirements grow. …

Effect of Mindfulness-Based Stress Reduction (MBSR) Training on Perceived Stress of Intern Nursing Students: A Randomized Controlled Trail

Mengfen Zhao, Jiacheng Cao, Lin Zi, Yan Sha

Objective: To investigate the effects of Mindfulness-Based Stress Reduction (MBSR) on the perceived stress of intern nursing students. Methods: A total of 151 intern nursing students from 3 first-class hospitals in Guangdong Province, China, were selected for an 8-week MBSR training program …

The mediating effect of perceived stress on the relationship between big five personality traits and suboptimal health status in Chinese population: a nationwide survey in the framework of predictive, preventive, and personalized medicine

Qihua Guan, Hualei Dong, Zhihui Zhang, Zheng Guo et autres

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Influence of lifestyle on suboptimal health: Insights from a national cross-sectional survey in China

Jie Wang, Yinghao Wang, Zheng Guo, Lin Zi et autres

Background: Suboptimal health status (SHS) is a non-clinical or pre-disease state between optimal/ideal health and disease. While its etiology remains unclear, lifestyle is considered one of the most important risk factors. We aimed to examine the effects of lifestyles on SHS through …

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ToxicChat: Unveiling Hidden Challenges of Toxicity Detection in Real-World User-AI Conversation

Lin Zi, Zihan Wang, Yongqi Tong, Yangkun Wang et autres

Despite remarkable advances that large language models have achieved in chatbots, maintaining a non-toxic user-AI interactive environment has become increasingly critical nowadays. However, previous efforts in toxicity detection have been mostly based on benchmarks derived from social media content, leaving the unique …

Eliminating Reasoning via Inferring with Planning: A New Framework to Guide LLMs' Non-linear Thinking

Yongqi Tong, Yifan Wang, Dawei Li, Sizhe Wang et autres

Chain-of-Thought(CoT) prompting and its variants explore equipping large language models (LLMs) with high-level reasoning abilities by emulating human-like linear cognition and logic. However, the human mind is complicated and mixed with both linear and nonlinear thinking. In this work, we propose \textbf{I}nferential …

Comparison of Collision Avoidance Logic between ACAS X and TCAS II in General Aviation Flight

Donglin He, Youzhi Yang, Shengji Deng, Lei Zheng et autres

The development of the aviation industry has brought new challenges and requirements for collision avoidance systems. From the initial Beacon Collision System (BCS) to the widely used Traffic Alert and Collision System (TACS), and soon-to-be extensively deployed Airborne Collision Avoidance System X …

Critique Ability of Large Language Models

Liangchen Luo, Lin Zi, Yinxiao Liu, Lei Shu et autres

Critical thinking is essential for rational decision-making and problem-solving. This skill hinges on the ability to provide precise and reasoned critiques and is a hallmark of human intelligence. In the era of large language models (LLMs), this study explores the ability of …