Legal Judgment Prediction (LJP) is an essential component of legal assistant systems, which aims to automatically predict judgment results from a given criminal fact description. As a vital subtask of LJP, researchers have paid little attention to the numerical LJP, i.e., the prediction of imprisonment and penalty. Existing methods ignore numerical information in the criminal facts, making their performances far from satisfactory. For instance, the amount of theft varies, as do the prison terms and penalties. The major challenge is how (...) the model can obtain the ability of numerical comparison and magnitude perception, e.g., 400 < 500 < 800, 500 is closer to 400 than to 800. To this end, we propose a judicial knowledge-enhanced magnitude-aware reasoning architecture, called NumLJP, for the numerical LJP task. Specifically, we first implement a contrastive learning-based judicial knowledge selector to distinguish confusing criminal cases efficiently. Unlike previous approaches that employ the law article as external knowledge, judicial knowledge is a quantitative guideline in real scenarios. It contains many numerals (called anchors) that can construct a reference frame. Then we design a masked numeral prediction task to help the model remember these anchors to acquire legal numerical commonsense from the selected judicial knowledge. We construct a scale-based numerical graph using the anchors and numerals in facts to perform magnitude-aware numerical reasoning. Finally, the representations of fact description, judicial knowledge, and numerals are fused to make decisions. We conduct extensive experiments on three real-world datasets and select several competitive baselines. The results demonstrate that the macro-F1 of NumLJP improves by at least 9.53% and 11.57% on the prediction of penalty and imprisonment, respectively. (shrink)

This work attempts to respond to Tomas Aquinas' Cosmological Argument in a way that combines Set Theory with the idea of the ‘Book of Change’. The study defines the ith Cause Set on which to operate on, which leads to the ontological commitment of austerity that the ‘First Cause's Compromise with emergence’ cannot be avoided. It is argued in the present paper that the concept that ‘emergence only consists of Synchronic Emergence and Diachronic Emergence’ should be extended to a broader (...) notion of emergence, which is made up of the two discussed elements and a third one ‘No-Boundary Emergence’ (beyond the time dimension). The article defines the concept of No-Boundary Emergence, proves why it is a type of emergence that differs from the traditional two types, and asserts that it underlies the bottom layer of the cosmos. This study describes the common feature of all emergence as communication protocols between layers. The assemblage of all emergences behaves similar to a distributed system that cannot be restricted by Gödel's theorem. The paper provides evidence (in Big Bang Cosmology, Conformal Cyclic Cosmology, Superstring Theory, Quantum Gravity) for this point of view, and notes that emergence (in the context of No-Boundary Emergence) is not only a simple scientific theory but also a progressive scientific research programme that can spontaneously grow from scientific theory based on Platonism at the expense of a degenerating shift to the ontological commitment of austerity. This paper proposes an improved model of Schrödinger Cat that provides a new explanation for quantum measurement and argues that there must be a forbidden zone of thought experiments. The study also introduces the implications of ancient Chinese thoughts (namely, the ‘Book of Change’ and Confucius). The paper comes to the conclusion that emergence (crossing the gap between ‘being’ and ‘nothing’, while ignoring the forbidden zone of thought experiments) relieves ‘cosmological insufficiency’ in the sense of Neo-Aristotelism. (shrink)

This study explores both the negotiating styles and moral reasoning processes of business people and governmental officials in Taiwan, so as to provide a footing for outsiders when negotiating with Taiwanese over environmental concerns. Findings imply that Taiwanese business people and governmental officials can and will reason both at the conventional level and at the postconventional level of moral judgment. But, results of this study also indicate that Taiwanese negotiating styles do not necessarily match their levels of moral reasoning. With (...) respect to pollution concerns, Taiwanese seem unwillingly to accept responsibility as autonomous individuals. Instead, responsibility is accepted when mandated by the law. (shrink)

Although environmental issues have attracted public attention, there are still many people unwilling to make behavioral changes to solve the problem, which makes promoting pro-environmental behavior become an interesting research topic. This study discusses the influence of air quality on the pro-environmental behavior of Chinese residents from the perspective of spatial distance, providing a theoretical basis and practical application for improving pro-environmental behavior. Through three experiments, this study reveals that air pollution within the local spatial distance could make residents more (...) willing to conduct pro-environmental behavior. In addition, we also find that air pollution within local spatial distance would stimulate residents’ environmental affection and promote them to conduct pro-environmental behavior. That is, environmental affection plays a mediating role in the interactive effect of air quality and spatial distance on pro-environmental behavior. (shrink)

This study explores the ethical implications of information asymmetry in corporate governance, focusing on insider trading by firm managers and the largest shareholders. We empirically analyze trading behaviors around distress events and their subsequent recoveries in the context of the Chinese Stock Exchange. The findings reveal that both managers and the largest shareholders exploit their privileged access to information for personal gain, significantly impacting other investors. However, this behavior is less prevalent among state-owned enterprises (SOEs), where the largest shareholders do (...) not engage in opportunistic trading. In contrast, family-owned firms exhibit a heightened use of insider information, with the largest shareholders strategically trading to maximize personal benefits. Our analysis extends to unobservable insider information, demonstrating that the largest shareholders’ trades are strongly associated with negative performance events, reinforcing the presence of information asymmetry. These results underscore the need for stronger regulatory frameworks to safeguard investor interests and address ethical concerns in financial markets. (shrink)

Efficient identification of influential nodes is one of the essential aspects in the field of complex networks, which has excellent theoretical and practical significance in the real world. A valuable number of approaches have been developed and deployed in these areas where just a few have used centrality measures along with their concerning deficiencies and limitations in their studies. Therefore, to resolve these challenging issues, we propose a novel effective distance-based centrality algorithm for the identification of influential nodes in concerning (...) networks. EDBC algorithm comprises factors such as the power of K-shell, degree nodes, effective distance, and numerous levels of neighbor’s influence or neighborhood potential. The performance of the proposed algorithm is evaluated on nine real-world networks, where a susceptible infected recovered epidemic model is employed to examine the spreading dynamics of each node. Simulation results demonstrate that the proposed algorithm outperforms the existing techniques such as eigenvector, betweenness, closeness centralities, hyperlink-induced topic search, H-index, K-shell, page rank, profit leader, and gravity over a valuable margin. (shrink)

The thesis of this book is to develop a theory of value covering all kinds of values, based on my unified utilitarian theory. It is unique and is different from all traditional and existing theories of value. Like the views of most psychologists and decision-scientists, value is asserted to be subjective in nature because value exists only for a subject. Value and value judgment are considered statistical in nature in three dimensions, namely in the dimensions of subject, object, and judge. (...) This theory covers a modified von Neumann-Morgenstern utility theory as an integral part. The three conceptions of utility held by philosophers, economicsts, and decision-scientists are unified. The traditional and conventional classification of value into intrinsic and instrumental, which may lead to confusion, misunderstanding, and circularity, is not used. Instead, a classification based on the classification of good things in life according to the principle of exchangeability and replaceability is emphasized and used. A decision-theoretic approach is taken for the study of actions in life. All the actions in a person's life are for the pursuit of values, and all the values pursued are related, directly or indirectly, closely or remotely, to a life plan. Thus, this utilitarian general theory of value eventually leads to a philosophy of life, which is also consequential, teleological, and utilitarian. (shrink)

本書沿續了當代新儒家的方法，吸收了西方20世紀哲學發展成果，以牟宗三哲學的分析為核心，論證指出牟宗三哲學是陽明心學傳統的現代闡釋形態。牟宗三以宋明理學“天道性命通而為一”的結構為核心，借鑒康德哲學的概 念和解釋框架，建構以兩層存有論為基礎的形而上學體系。本書基於海德格爾的基礎存在論重新闡釋了牟宗三哲學，並使之得到更為恰當的理解。在此基礎上，本書上溯陽明心學，對於心學傳統的很多重要問題做了重新詮釋。.

Gradual degradation seems inevitable for non‐recombining sex chromosomes. This has been supported by the observation of degenerated non‐recombining sex chromosomes in a variety of species. The human Y chromosome has also degenerated significantly during its evolution, and theories have been advanced that the Y chromosome could disappear within the next ∼5 million years, if the degeneration rate it has experienced continues. However, recent studies suggest that this is unlikely. Conservative evolutionary forces such as strong purifying selection and intrachromosomal repair through (...) gene conversion balance the degeneration tendency of the Y chromosome and maintain its integrity after an initial period of faster degeneration. We discuss the evidence both for and against the extinction of the Y chromosome. We also discuss potential insights gained on the evolution of sex‐determining chromosomes by studying simpler sex‐determining chromosomal regions of unicellular and multicellular microorganisms. (shrink)