A human-inspired, linguistically sophisticated model of language understanding for intelligent agent systems. One of the original goals of artificial intelligence research was to endow intelligent agents with human-level natural language capabilities. Recent AI research, however, has focused on applying statistical and machine learning approaches to big data rather than attempting to model what people do and how they do it. In this book, Marjorie McShane and Sergei Nirenburg return to the original goal of recreating human-level intelligence in a machine. They present a human-inspired, linguistically sophisticated model of language understanding for intelligent agent systems that emphasizes meaning--the deep, context-sensitive meaning that a person derives from spoken or written language.
A novel approach to hybrid AI aimed at developing trustworthy agent collaborators. The vast majority of current AI relies wholly on machine learning (ML). However, the past thirty years of effort in this paradigm have shown that, despite the many things that ML can achieve, it is not an all-purpose solution to building human-like intelligent systems. One hope for overcoming this limitation is hybrid AI: that is, AI that combines ML with knowledge-based processing. In Agents in the Long Game of AI, Marjorie McShane, Sergei Nirenburg, and Jesse English present recent advances in hybrid AI with special emphases on content-centric computational cognitive modeling, explainability, and development methodologies. At present, hybridization typically involves sprinkling knowledge into an ML black box. The authors, by contrast, argue that hybridization will be best achieved in the opposite way: by building agents within a cognitive architecture and then integrating judiciously selected ML results. This approach leverages the power of ML without sacrificing the kind of explainability that will foster society’s trust in AI. This book shows how we can develop trustworthy agent collaborators of a type not being addressed by the “ML alone” or “ML sprinkled by knowledge” paradigms—and why it is imperative to do so.
Ellipsis is the non-expression of one or more sentence elements whose meaning can be reconstructed either from the context or from a person's knowledge of the world. In speech and writing, ellipsis is pervasive, contributing in various ways to the economy, speed, and style of communication. Resolving ellipsis is a particularly challenging issue in natural language processing, since not only must meaning be gleaned from missing elements but the fact that something meaningful is missing must be detected in the first place. Marjorie McShane presents a comprehensive theory of ellipsis that supports the formal, cross-linguistic description of elliptical phenomena taking into account the various factors that affect the use of ellipsis. A methodology is suggested for creating a parameter space describing and treating ellipsis in any language. Such "ellipsis profiles" of languages will serve a wide range of practical applications, including but not limited to natural language processing. In contrast to earlier work, this theory focuses not only on what can, in principle, be elided but in what circumstances a given category actually would or would not be elided--that is, what renders ellipsis mandatory or infelicitous. A theory of ellipsis has been elusive because to produce an adequate account of this ubiquitous phenomenon one needs to address and integrate data from a wide variety of linguistic research areas. Using data primarily from Russian, English, and Polish, McShane looks at the big picture of ellipsis, integrating the syntactic, semantic, morphological, and pragmatic heuristics and bridges work on ellipsis with the larger study of reference. This is groundbreaking linguistic scholarship that bridges the theoretical and the applied, and will interest scholars in the fields of computational, descriptive, and theoretical linguistics.
Preface Acknowledgements 1.The Politics of the Domestic Sphere Documents Ruth Roach Pierson 2. Paid Work Documents Marjorie Griffen Cohen 3. Education and Training Documents Ruth Roach Pierson 4. Feminisms Effect on Economic Policy Documents Marjorie Griffen Cohen 5. Global Issues Documente Ruth Roach Pierson List of Acronyms Permissions Bibliography Index
Originally published in 1984, the field of research on teaching had expanded dramatically in the 15 years covered by this bibliography, 1965 to 1980. The expansion had included studies conducted for many purposes. This bibliography contains relevant citations to the research which has been conducted for the purposes of increasing our understanding of the science, art and craft of teaching. The existence of research publications has been documented with relevant reference information and brief annotations; there has been no attempt to evaluate the quality of the studies. A brief perusal of the bibliography provides an indication of the range of topics addressed by these studies and also of the variety of studies within a single topic.
Lawyers know that client counseling can be the most challenging part of legal practice. Clients question and often resist the complexities and uncertainties inherent in law and legal process. Honest advice from the lawyer can make a client doubt his or her allegiance and zeal. Client backlash may be directed at the lawyer who communicates bad news. Thus, the lawyer may feel torn between the obligation to clearly inform a client about weaknesses in legal positions and fear of damaging the client relationship. Too often, the lawyer struggles to counsel a particularly difficult client, but to no avail. Client Science is written to provide insight and advice to lawyers on how to more effectively communicate with their clients with regard to legal realities and difficult decisions. It will help lawyers with the always-difficult task of delivering "bad news," which will result in better-informed and thus more satisfied clients. The book explains applicable social science research and insights and translates them into plain language relevant to legal practice and client counseling. Marjorie Corman Aaron offers specific suggestions related to a lawyer's ordering, timing, phrasing, and type of explanation, as well as style adjustments for the lawyer's voice, gesture, and body position, all to impact client counseling and to improve the lawyer-client relationship.
The artist recalls her life in Omaha, NE, scholarship to Kansas City Art Institute, and working as a Hallmark girl before World War II. Illustrations of forty of Hill's watercolor paintings are included.
Marjorie Holmes, America's favorite inspirational writer, relates her spirit-lifting and heart-warming philosophy on the hazards, pains, and joys of living in this collection of three volumes of her best works. Contents: Love and Laughter; To Help You Through the Hurting; and Lord, Let Me Love.
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