1,475 research outputs found

    Unleashing the potential of prompt engineering in Large Language Models: a comprehensive review

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    This paper delves into the pivotal role of prompt engineering in unleashing the capabilities of Large Language Models (LLMs). Prompt engineering is the process of structuring input text for LLMs and is a technique integral to optimizing the efficacy of LLMs. This survey elucidates foundational principles of prompt engineering, such as role-prompting, one-shot, and few-shot prompting, as well as more advanced methodologies such as the chain-of-thought and tree-of-thoughts prompting. The paper sheds light on how external assistance in the form of plugins can assist in this task, and reduce machine hallucination by retrieving external knowledge. We subsequently delineate prospective directions in prompt engineering research, emphasizing the need for a deeper understanding of structures and the role of agents in Artificial Intelligence-Generated Content (AIGC) tools. We discuss how to assess the efficacy of prompt methods from different perspectives and using different methods. Finally, we gather information about the application of prompt engineering in such fields as education and programming, showing its transformative potential. This comprehensive survey aims to serve as a friendly guide for anyone venturing through the big world of LLMs and prompt engineering

    A Peer Review of Teaching Benchmark Portfolio: LARC 497/597: Waste Ecologies

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    This teaching portfolio presents a summary of my teaching efforts, course objectives, outcomes, and student learning for the first offering of the course LARC 497/597: Waste Ecologies. As a new professional elective course open to all upper level undergraduate and graduate students at the University of Nebraska-Lincoln in Spring 2018, participating in the Peer Review of Teaching program enabled me to develop the course through backwards design by matching course objectives with specific assignments and exercises that tracked student learning. Although this marked the first time teaching this course, it integrates my research trajectory of designing with waste. The Peer Review of Teaching program provided the venue and opportunity to critically reflect on course objectives, course activities and assignments, and develop and apply methods for students assessment and techniques for documentating student learning. My primary objective for participating in the program was to receive peer feedback on the clarity of the course, its delivery and structure, and strategies for assessing and documenting student learning, providing the support necessary to develop this new course. This portfolio documents the course objectives and structure, my teaching methods, assignments and their rationales, assessment methods, and selected student work, which is analyzed relative to the achievement of learning outcomes and course objectives. It also provides a critical reflection of potential planned changes for the next offering based on this analysis, documentation, and feedback

    Transforming our World through Universal Design for Human Development

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    An environment, or any building product or service in it, should ideally be designed to meet the needs of all those who wish to use it. Universal Design is the design and composition of environments, products, and services so that they can be accessed, understood and used to the greatest extent possible by all people, regardless of their age, size, ability or disability. It creates products, services and environments that meet people’s needs. In short, Universal Design is good design. This book presents the proceedings of UD2022, the 6th International Conference on Universal Design, held from 7 - 9 September 2022 in Brescia, Italy.The conference is targeted at professionals and academics interested in the theme of universal design as related to the built environment and the wellbeing of users, but also covers mobility and urban environments, knowledge, and information transfer, bringing together research knowledge and best practice from all over the world. The book contains 72 papers from 13 countries, grouped into 8 sections and covering topics including the design of inclusive natural environments and urban spaces, communities, neighborhoods and cities; housing; healthcare; mobility and transport systems; and universally- designed learning environments, work places, cultural and recreational spaces. One section is devoted to universal design and cultural heritage, which had a particular focus at this edition of the conference. The book reflects the professional and disciplinary diversity represented in the UD movement, and will be of interest to all those whose work involves inclusive design
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