The emergency department (ED) is a fast-paced, highly stressful environment where clinicians function with little or suboptimal information and where time is measured in minutes and hours. In addition, death and dying are phenomena that are often experienced in the ED. Current end-of-life care models, based on chronic illness trajectories, may be difficult to apply in the ED. A philosophical approach examining end-of-life care may help us understand how core medical and nursing values are embodied as care practices and as (...) ethical comportment. The integration of Aristotle's notions of phronesis and praxis with Merleau-Ponty's ontological notions of intentional arc and maximum grip in the context of the culture and practices of the ED offers a unique view of clinical and ethical practice at the end-of-life in the emergency setting. Caring for people at the end-of-life calls us to act virtuously based on previous experience, meanings and local practices. The maximum grip of the ultimate particulars of the situation combined with one's experiential and theoretical knowledge opens up situated possibilities for the expert clinician. (shrink)

Background: Ethical issues related to comparative effectiveness research, or research that compares existing standards of care, have recently received considerable attention. In this paper we focus on how Ethics Review Committees should evaluate the risks of comparative effectiveness research. Main text: We discuss what has been a prominent focus in the debate about comparative effectiveness research, namely that it is justified when “nothing is known” about the comparative effectiveness of the available alternatives. We argue that this focus may be misleading. (...) Rather, we should focus on the fact that some experts believe that the evidence points in favor of one intervention, whereas other experts believe that the evidence favors the alternative. We will then introduce a case that illustrates this point, and based on that, discuss how ERCs should deal with such cases of expert disagreement. Conclusion: We argue that ERCs have a duty to assess the range of expert opinions and based on that assessment arrive at a risk judgment about the study under consideration. We also argue that assessment of expert disagreement is important for the assignment of risk level to a clinical trial: what is the basis for expert opinions, how strong is the evidence appealed to by various experts, and how can clinical trial monitoring affect the possible increased risk of clinical trial participation. (shrink)

This paper argues that a behavioral or functional analysis of human action is compatible with human freedom. This thesis is quite contrary to what behaviorists such as B. F. Skinner as well as their critics such as D. C. Dennett have assumed to be the case. The essential argument involves three steps. First, the paper proceeds by presenting a novel analysis of intentional or mental states in terms of the principles of reinforcement. It is argued that with the acquisition of (...) language humans are able to think about, plan for, and make rational choices about the future. Second, the paper, while not trying to define freedom, nonetheless argues that freedom is essentially a function of three conditions. These include our power over the environment, our will power, and the ability to rationally determine our value priorities. Third, and finally, it is shown that there is nothing in a behavioral or functional analysis to prevent our satisfying these three basic conditions of which our freedom is a function. (shrink)

Ethical issues related to comparative effectiveness research, or research that compares existing standards of care, have recently received considerable attention. In this paper we focus on how Ethics Review Committees should evaluate the risks of comparative effectiveness research. We discuss what has been a prominent focus in the debate about comparative effectiveness research, namely that it is justified when “nothing is known” about the comparative effectiveness of the available alternatives. We argue that this focus may be misleading. Rather, we should (...) focus on the fact that some experts believe that the evidence points in favor of one intervention, whereas other experts believe that the evidence favors the alternative. We will then introduce a case that illustrates this point, and based on that, discuss how ERCs should deal with such cases of expert disagreement. We argue that ERCs have a duty to assess the range of expert opinions and based on that assessment arrive at a risk judgment about the study under consideration. We also argue that assessment of expert disagreement is important for the assignment of risk level to a clinical trial: what is the basis for expert opinions, how strong is the evidence appealed to by various experts, and how can clinical trial monitoring affect the possible increased risk of clinical trial participation. (shrink)

Artificial intelligence (AI) shares many generalizability challenges with psychology. But the fields publish differently. AI publishes fast, through rapid preprint sharing and conference publications. Psychology publishes more slowly, but creates integrative reviews and meta-analyses. We discuss the complementary advantages of each strategy, and suggest that incorporating both types of strategies could lead to more generalizable research in both fields.

Access to legal information is fundamental to access to justice. Yet accessibility refers not only to making legal documents available to the public, but also rendering legal information comprehensible to them. A vexing problem in bringing legal information to the public is how to turn formal legal documents such as legislation and judgments, which are often highly technical, to easily navigable and comprehensible knowledge to those without legal education. In this study, we formulate a three-step approach for bringing legal knowledge (...) to laypersons, tackling the issues of navigability and comprehensibility. First, we translate selected sections of the law into snippets (called CLIC-pages), each being a small piece of article that focuses on explaining certain technical legal concept in layperson’s terms. Second, we construct a Legal Question Bank, which is a collection of legal questions whose answers can be found in the CLIC-pages. Third, we design an interactive CLIC Recommender. Given a user’s verbal description of a legal situation that requires a legal solution, CRec interprets the user’s input and shortlists questions from the question bank that are most likely relevant to the given legal situation and recommends their corresponding CLIC pages where relevant legal knowledge can be found. In this paper we focus on the technical aspects of creating an LQB. We show how large-scale pre-trained language models, such as GPT-3, can be used to generate legal questions. We compare machine-generated questions against human-composed questions and find that MGQs are more scalable, cost-effective, and more diversified, while HCQs are more precise. We also show a prototype of CRec and illustrate through an example how our 3-step approach effectively brings relevant legal knowledge to the public. (shrink)

This study empirically examines how Chinese executives perceive the role of guanxi and ethics played in their business operations. By factor-analyzing 850 valid replies collected from a comprehensive survey, the present study identifies three distinct ethics-related attitudes and two distinct guanxi-related attitudes for Chinese executives. The cluster analysis of the composite scores of these five attitudinal factors further indicates the existence of three distinct groups of Chinese executives that vary in their ethics and guanxi orientations. The three groups are unethical (...) profit seeker (UPS), anti-governance, guanxi-cultivator (AGGC), and apathetic executive (AE). The three groups are also found to be significantly different in such demographic characteristics as age and the ownership structure of the serving organization. Specifically, the inter-group comparison suggests that younger Chinese executives, and those working for privately-owned firms and joint ventures are more inclined to engage in unethical activities for profits. These findings provide useful insights for international investors to formulate their human resource and negotiation strategies in China. (shrink)

The aim of the paper is to show that there are actions which are non-intentional. An account is first given which links intentional and unintentional action to acting for a reason, or appropriate causation by an intention. Mannerisms and habitual actions are then presented as examples of behavior which are actions, but which are not done in the course of acting for a reason. This account has advantages over that of Hursthouse's "arational actions," which are allegedly intentional actions done for (...) no reason at all. Finally, one consequence of neglecting non-intentional action is discussed to illustrate its importance. (shrink)

An extrinsic desire is defined as a desire for something, not for its own sake, but for its supposed propensity to secure something else that one desires. I argue that the notion of ‘extrinsic desire’ is theoretically redundant. I begin by defining desire as a propositional attitude with a desirability characterization. The roles of desire and intention in practical reasoning are distinguished. I show that extrinsic desire does not have its own motivational role. I also show that extrinsic desire is (...) not needed for other roles besides motivation to carry out the means, and is not generated by reason. Finally, I argue that an account of extrinsic motivation in terms of intention is preferable to an account in terms of extrinsic desire. Because of the fundamental differences between extrinsic desire and intrinsic desire, it is more advantageous to distinguish between them as different kinds of mental states: intention and desire. (shrink)

I argue that the moral distinction in double effect cases rests on a difference not in intention as traditionally stated in the Doctrine of Double Effect (DDE), but in desire. The traditional DDE has difficulty ensuring that an agent intends the bad effect just in those cases where what he does is morally objectionable. I show firstly that the mental state of a rational agent who is certain that a side-effect will occur satisfies Bratman's criteria for intending that effect. I (...) then clarify the nature of the moral distinction in double effect cases and how it can be used to evaluate the moral blameworthiness of agents rather than the moral status of acts. The agent's blameworthiness is reduced not by his lack of intention but by his desire not to bring about the side-effect, and the 'counterfactual test' can be used to determine whether he desires the effect in acting. In my version, the DDE has its rationale in virtue ethics; it is not liable to abuse as the traditional version is; and it makes more plausible distinctions when applied to standard examples. (shrink)

Are today’s wars different from earlier wars? Or do we need a different ethics for old and new wars alike? Unlike most books on the morality of war, this book rejects the ‘just war’ tradition, proposing a virtue ethics of war to take its place. Like torture, war cannot be justified. This book asks and answers the question: “If war is a very great evil, would a leader with courage, justice, compassion, and all the other moral virtues ever choose to (...) fight a war?” A ‘philosophy of co-existence’ is proposed which is much more restrictive than just war theory but not pacifist. War can be correctly chosen by a virtuous leader only in rare ‘supreme emergencies’ when faced with enemies as evil as Hitler. This virtue ethics approach to war is used to find new answers to difficult issues such as humanitarian intervention, terrorism and weapons of mass destruction. (shrink)

For two thousand years the Mencius was revered as one of the foundational texts of the Confucian canon, which formed the basis of traditional Chinese education. Today it commands considerable attention in current debates on "Asian values" raging in classrooms and boardrooms in both East Asia and the West. This volume, which represents the work of fifteen respected scholars of early Chinese thought and culture, is an especially timely effort to bring the Mencius under fresh scrutiny. Making use of recently (...) excavated manuscripts, the contributors approach the Mencius from novel perspectives, challenge established interpretations, and confront anew issues that continue to attract and divide students of this classic text. The famous Mencian doctrine of the "goodness" of human nature forms one main focus. Questions of context and interpretation bring into sharp relief key hermeneutical issues that surround the text. Does the Mencius present a coherent and systematically developed ethical teaching? Or should it be read as a composite work, comprising different layers of material that reflect different emphases and conflicting doctrines? Traversing contested territories and exploring new avenues of understanding, the essays presented here do not aim at settling debates; on the contrary, they afford ample opportunities for further discussion on the background, interpretation, and continued relevance of this classic of Confucian philosophy. Contributors: Roger T. Ames, Irene Bloom, A. Taeko Brooks, E. Bruce Brooks, Alan K. L. Chan, Kim-Chong Chong, Antonio S. Cua, Robert Eno, Jiuan Heng, Donald J. Munro, Ning Chen, David Nivison, Kwong-Loi Shun, Sor-Hoon Tan. (shrink)

Drawing on the general ethics and social psychology literature, this study presents a model to delineate the major factors likely to affect consumers’ intentions to bring their own shopping bags when visiting a supermarket (called “bring your own bags” or “BYOB” intention). The model is empirically validated using a survey of 250 Chinese consumers. Overall, the findings support the hypothesized direct influence of teleological evaluation and habit on BYOB intention, as well as that of deontological evaluation and teleological evaluation on (...) ethical judgment about the BYOB practice. Teleological evaluation exerts a much stronger influence on ethical judgment than does deontological evaluation. In addition, the findings reveal that consumers who perceive the BYOB practice to be more important are more inclined to rely on their ethical judgment to derive their BYOB intention. Academically, these findings provide some encouraging evidence for the application of general ethics theories to explain green consumption-related practices. Practically, the findings also suggest that a utilitarian approach (i.e., emphasizing the consequences of BYOB) may represent an effective means for the Chinese government to promote BYOB practice among consumers. (shrink)

Increasingly, we live in an environment of our own making: a ‘world as design’ over the natural world. For more than half of the global population, this environment is also thoroughly urban. But what does a global urban condition mean for the human condition? How does the design of the city and the urban process, in response to the issues and challenges of the Anthropocene, produce new ethical categories, shape new moral identities and relations, and bring about consequences that are (...) also morally significant? In other words, how does the urban shape the ethical—and in what ways? Conversely, how can ethics reveal relations and realities of the urban that often go unnoticed? This book marks the first systematic study of the city through the ethical perspective in the context of the Anthropocene. Six emergent urban conditions are examined, namely, precarity, propinquity, conflict, serendipity, fear and the urban commons. (shrink)

This paper develops and tests a new conceptual model incorporating the indirect impact of two ethical ideologies (idealism and relativism) on Chinese consumers’ ethical judgments under four ethically problematic consumption situations (active benefit, passive benefit, deceptive practice, and no/indirect harm) through two cultural values (integration and moral discipline). Data from a large-scale online consumer survey in five major Chinese cities (_N_ = 1046) support most hypotheses. The findings are consistent with the postulated global impact of ethical ideology on forming an (...) individual’s beliefs and values and highlight the importance of a thorough understanding of the significant determinants of consumer ethics to promote ethically responsible consumption behaviors. This study also uses an emic approach to conceptualize and measure Chinese cultural values by using cultural constructs and measures that are designed explicitly in the Chinese context. (shrink)

The study examines the ontological similarity between the concept of competitor orientation and questionable intelligence-gathering efforts. Respondents from the hotel industry were surveyed with self-administered questionnaires. Exploratory factor analysis was carried out to identify the structure underlying variables of market orientation and ethical judgment on questionable intelligence-gathering efforts. The results suggest that the surveyed hotel managers are unable to distinguish the legitimate tactics of competitor orientation from the questionable practice of industrial espionage.

Warren Quinn and Philippa Foot have given versions of the Doctrine of Doing and Allowing justifying a moral distinction between doing something to bring about harm, and doing nothing to prevent harm. They argue that it is justified to allow one person to die so that one can save a larger number of people, but not to kill one person to achieve the same purpose. In this chapter, I show that the examples typically used to support the DDA do not (...) in fact do so. Contrary to the deontological ethics supported by the DDA, I argue that it can be justified to minimize harm by killing a smaller number of people, in preference to letting a greater number die. But unlike for the consequentialist, my position is that the distinction between killing and letting die does have moral significance. I shall examine what other non-consequentialist considerations, besides the appeal to positive and negative rights, could account for the distinction; and suggest a middle position between the deontological and consequentialist approaches to the ethics of killing. (shrink)

This is an introduction to a special volume of the journal, Philosophy in the Contemporary World, on "War, Peace, and Ethics" which contains ten original essays on a wide range of topics.

This article employs a sociological analysis of the changing role and mission of higher education from that of a ?public good? to that of a service industry. In this regard, the rise of modern universities as corporate enterprises in the recent decades has often neglected the important dimension of education as a process of enlightenment, with its ethical and moral dimensions. The author tries to put into perspective the relevance of searching for an ?ethical university? by proposing to integrate the (...) important notion of Enlightenment as formulated by Kant, Newman's idea of the university and other similar western ideals, with the eastern ideas of the Confucian Classic The Great Learning, in order to suggest how the quest for an ?ethical university? might materialize in the future. (shrink)

My paper critiques the comparability requirement that practical reason is limited by the possibility of comparing alternatives. I describe methods of reasoning that are compatible with choice between incomparable options, and discuss a mistake about intention that supports the view that comparing alternatives is the only way to choose rationally. I then explain how a model of rational choice that prescribes the comparison of alternatives invents unacceptable concepts to make comparability possible. Finally, I criticize the assumption of the unity of (...) practical reason that requires that prudential and moral choices are both made by comparing alternatives. It turns out that moral conflicts that are intractable for those who reason with a method of comparison may be resolvable by using moral reasoning that does not involve the comparison of alternatives in terms of a comprehensive value. Making room for such forms of reasoning is preferable to denying incomparability. (shrink)

In re-examining the concepts of desire, intention, and trying, David K. Chan brings a fresh approach toward resolving many of the problems that have occupied philosophers of action for almost a century. This book not only presents a complete theory of human agency but also, by developing the conceptual tools needed to do moral philosophy, lays the groundwork for formulating an ethics that is rooted in a clear, intuitive, and coherent moral psychology.

For two thousand years the Mencius was revered as one of the foundational texts of the Confucian canon, which formed the basis of traditional Chinese education. Today it commands considerable attention in current debates on "Asian values" raging in classrooms and boardrooms in both East Asia and the West. This volume, which represents the work of fifteen respected scholars of early Chinese thought and culture, is an especially timely effort to bring the Mencius under fresh scrutiny. Making use of recently (...) excavated manuscripts, the contributors approach the Mencius from novel perspectives, challenge established interpretations, and confront anew issues that continue to attract and divide students of this classic text. The famous Mencian doctrine of the "goodness" of human nature forms one main focus. Questions of context and interpretation bring into sharp relief key hermeneutical issues that surround the text. Does the Mencius present a coherent and systematically developed ethical teaching? Or should it be read as a composite work, comprising different layers of material that reflect different emphases and conflicting doctrines? Traversing contested territories and exploring new avenues of understanding, the essays presented here do not aim at settling debates; on the contrary, they afford ample opportunities for further discussion on the background, interpretation, and continued relevance of this classic of Confucian philosophy. Contributors: Roger T. Ames, Irene Bloom, A. Taeko Brooks, E. Bruce Brooks, Alan K. L. Chan, Kim-Chong Chong, Antonio S. Cua, Robert Eno, Jiuan Heng, Donald J. Munro, Ning Chen, David Nivison, Kwong-Loi Shun, Sor-Hoon Tan. (shrink)

In this paper, I discuss virtue ethics in relation to the rejection of the use of lethal violence. I argue that, given how I apply virtue ethics, a person of good character will have a very strong intrinsic desire to avoid the killing of another human being, so that only in rare circumstances where the alternative to violence is immensely evil would the use of violence to prevent the evil be the morally appropriate choice for the person to make. I (...) first give a brief summary of a neo-Aristotelian version of virtue ethics. Then I explain why I think that a virtuous agent would be strongly averse to killing human beings. I go on to show that this does not mean that such an agent would never use violence on others, only that she would be very reluctant to do so. The circumstances in which she would do so are rare, but cannot be ruled out. For instance, virtuous agents may in very limited cases kill in self-defense despite a strong aversion to killing. The circumstances in which killings take place are found most of all in war, so I close by discussing where the virtue ethics approach to war is positioned in relation to just war theory and pacifism. (shrink)

There are two contrasting paradigms for dealing with terrorists: war and law enforcement. In this paper, I first discuss how the just war theory assesses the military response to the 9/11 terrorist attacks on the United States. I argue that the ethical problems with the U.S. attack on Afghanistan in response to 9/11 concern principles of jus ad bellum besides just cause. I show that the principles of right intention, last resort, proportionality and likelihood of success were violated. Furthermore, both (...) jus in bello principles of proportionality and discrimination were not satisfied in targeting terrorists in places where civilians not linked to them live. The law enforcement that takes place in liberal democracies is fully respectful and protective of innocent lives. Crime is dealt with by apprehending lawbreakers and putting them on trial if possible, and by keeping criminal elements on the loose away from potential victims. Good law enforcement also includes acting to remove causes of crime. I examine how this model applies to the problem of terrorism and address objections concerning the impossibility of eliminating terrorism, the slowness of success, and the possibility that there are “nut cases” who hate America no matter what. (shrink)

I evaluate one intuitive argument for, and one against, the use of lethal drones by the United States in its War on Terror. The Lesser Evil Argument appeals to those who think it perverse to reject weapons that enable a more limited use of force. But if harms on all sides and longer-term consequences are considered, the argument is much less persuasive. The Targeted Killing Argument is intuitive to those who consider drone strikes against terrorist suspects named in intelligence reports (...) to violate the rules of war. I reject the claim that it would be acceptable to carry out targeted killings because of necessity. Finally, I consider how radical asymmetry encourages terrorism against civilians, and how drone operators have the status of executioners, not warriors. (shrink)

Philosophical problems with the concept of wronging someone in bringing the person into existence, especially the non-identity problem, have been much discussed in connection with forms of assisted reproduction that carry risks of harms either greater than or not otherwise present in natural reproduction. In this essay, I discuss the meaning of claims of wrongful life, distinguishing them from claims of wrongful disability. Attempts to conceptualize wrongful disability in terms of either the harmed existence of the offspring, or the possibility (...) of less harmful alternatives, are found unsatisfactory. A contractualist approach that provides an account of wronging that is independent of harming is considered. Finally, I present a new approach that necessitates an account of reasons for procreation that could justify harm to the offspring. These reasons are not the kind that require or prohibit actions of certain types, but reflect what the agent sees as intrinsically valuable in acting. (shrink)

"In this collaborative effort by two leading scholars of modern Chinese history, Ming K. Chan and Arif Dirlik investigate how the short-lived National Labor University in Shanghai was both a reflection of the revolutionary concerns of its time and a catalyst for future radical experiments in education. Under the slogan "Turn schools into fields and factories, fields and factories into schools," the university attempted to bridge the gap between intellectual and manual labor which its founders saw as a central (...) problem of capitalism and which remains a persistent theme in Chinese revolutionary thinking... The authors bring to bear the perspectives of institutional and intellectual history on their examination of the structure and operation of the university, presenting new material on its faculty, curriculum, physical plant, and history. They demonstrate how the prominent features and problems of Chinese higher education during the early years of the Guomindang regime prefigure the Marxist program of the Cultural Revolution and continue to have an influence on revolutionary thinking in the situation of China today"--Jacket. (shrink)

The Simple View (SV) holds that for someone to intentionally A, he must intend to A. Critics of SV point to intentional actions which, due to belief-conditions or consistency constraints, agents cannot intend. By recognizing species of intention which vary according to the agent's confidence in acting, I argue that the stringency of consistency constraints depends on the agent's confidence. A more sophisticated SV holds that the species of intending is related to the degree of intentionality of the action. Finally, (...) I show that where agents do what they believe impossible, without intending to do so, the action is not intentional. (shrink)

The debate between Hans-Georg Gadamer and Jürgen Habermas provides a fresh perspective from which Confucian philosophy may be approached. In this paper, focusing on the Lunyu (Analects), I argue that the sayings of Confucius reflect an essentially 'conservative' orientation, finding in tradition a reservoir of insight and truth. There is a critical dimension to it in that ethical reflection and self-cultivation would enable the individual to challenge particular claims of tradition. However, can self-cultivation transcend tradition as a whole and enable (...) the individual to effect radical change? Following the strategy of Habermas' critique of Gadamer, what happens if tradition is systemically corrupt? In this discussion, rather than taking tradition generally I will focus on the concept of ritual (li) to suggest how the Lunyu seeks to crystallise the wisdom of the past into an ethical guide. The conclusion I draw is in the main a Gadamerian one. Committed to a critical appropriation of tradition, Confucian philosophy seeks ethical renewal from within, on the premise that through incremental change self-cultivation can make a real difference in the quest for moral excellence. (shrink)

Adopting an Ethics of Care theoretical framework, this paper aims to investigate the way in which the owner-mangers (OMs) of small and medium-sized enterprises in Malaysia engage in human resource management. Based on in-depth interviews with 48 OMs, the findings show that HRM practices occur within the remit of management but are described by the managers in terms of relational obligations and cannot be fully accounted for using a strategic, instrumental, or critical lens. The present study highlights the importance of (...) the caring attitudes of OMs who adopt a humanistic management approach, responding to the varied needs of their employees and the obligations which are inherent to relationships between humans. (shrink)

In "After Anscombe," I argue that, although Bratman's account of intention "has provided a conceptual tool for many directions of research in philosophy and cognitive psychology," it cannot do the work in ethics that moral philosophers, especially Kantians, use it for. This can be shown by considering the problems in using intention to make a moral distinction in cases of double effect. If so, Bratman's is not the same concept of intention that Anscombe had in mind when she wrote her (...) book. I show that Ancombe's account of intention is a much broader concept, with deeper historical roots. This does not mean that Bratman's concept of intention should be abandoned. Rather, we need to make a distinction between desire and intention that is implicit in Anscombe's account. That is, the aspects of intention that make her concept suited for ethics do not belong to Bratman's narrower concept and should be attributed to a concept that can be distinguished from intention. Evidence for what the latter concept is can be found in Aquinas' account of intentio from which the concept of intention has borrowed its name. Intentio for Aquinas is an act of will in regard to the end, whereas Bratman's intention is of the means that are chosen in practical reasoning. Intentio seems to be an intrinsic desire for the end. If this is right, then it is desire that is relevant for ethics, and not intention in its modern use. Recognition that desire and not intention is the relevant concept for ethics, in both Anscombe's and Aquinas' accounts of human agency, dovetails perfectly with their ethical theories, for it is Aristotle's ethics that has guided both philosophers in their ethical writings. After all, Aristotelian virtue ethicists are concerned with moral evaluation of the agent's character, which consists in a set of dispositions to seek ends that are desired for their own sake. (shrink)

In Chinese Confucian medical ethics, the principle of autonomy has not been recognized. Instead, the basic values of medical practice are compassion and humaneness. Patient autonomy however lies at the foundation of Western medical ethics in general and research ethics in particular. In the modern world of biotechnology, what happens when medical research is carried out in an East Asian society? Should the society adopt principles of Western medical ethics? Or can resources to ensure ethical research be found in Confucian (...) ethics? I consider answers to these questions in the context of a recent case of unethical research in Singapore. (shrink)

��We describe a comprehensive framework for text un- derstanding, based on the representation of context. It is designed to serve as a representation of semantics for the full range of in- terpretive and inferential needs of general natural language pro- cessing. Its most distinctive feature is its uniform representation of the various simple and independent linguistic sources that play a role in determining meaning: lexical associations, syntactic re- strictions, case-role expectations, and most importantly, contextual effects. Compositional syntactic structure from a (...) shallow parsing is represented in a neural net-based associative memory, where it then interacts through a Bayesian network with semantic associa- tions and the context or “gist” of the passage carried forward from preceding sentences. Experiments with more than 2000 sentences in different languages are included. (shrink)