Foundation Models For Natural Language Processing

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Foundation Models For Natural Language Processing

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Author : Gerhard Paaß
language : en
Publisher: Springer Nature
Release Date : 2023-05-23

Foundation Models For Natural Language Processing written by Gerhard Paaß and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-05-23 with Computers categories.

This open access book provides a comprehensive overview of the state of the art in research and applications of Foundation Models and is intended for readers familiar with basic Natural Language Processing (NLP) concepts. Over the recent years, a revolutionary new paradigm has been developed for training models for NLP. These models are first pre-trained on large collections of text documents to acquire general syntactic knowledge and semantic information. Then, they are fine-tuned for specific tasks, which they can often solve with superhuman accuracy. When the models are large enough, they can be instructed by prompts to solve new tasks without any fine-tuning. Moreover, they can be applied to a wide range of different media and problem domains, ranging from image and video processing to robot control learning. Because they provide a blueprint for solving many tasks in artificial intelligence, they have been called Foundation Models. After a brief introduction to basic NLP models the main pre-trained language models BERT, GPT and sequence-to-sequence transformer are described, as well as the concepts of self-attention and context-sensitive embedding. Then, different approaches to improving these models are discussed, such as expanding the pre-training criteria, increasing the length of input texts, or including extra knowledge. An overview of the best-performing models for about twenty application areas is then presented, e.g., question answering, translation, story generation, dialog systems, generating images from text, etc. For each application area, the strengths and weaknesses of current models are discussed, and an outlook on further developments is given. In addition, links are provided to freely available program code. A concluding chapter summarizes the economic opportunities, mitigation of risks, and potential developments of AI.

Ai Value Creators

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Author : Rob Thomas
language : en
Publisher: "O'Reilly Media, Inc."
Release Date : 2025-04-01

Ai Value Creators written by Rob Thomas and has been published by "O'Reilly Media, Inc." this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-04-01 with Computers categories.

We've arrived in a new era—GenAI is reshaping industries and decision-making processes across the board. As a result, understanding their potential and pitfalls has become crucial. But in order to stay ahead of the curve, you'll need to develop fresh perspectives on leveraging AI beyond mere technical know-how. Geared toward business leaders and tech professionals alike, this book demystifies the strategic integration of AI into business practices, ensuring you're equipped not just to participate but to lead in this new landscape. This insightful guide by industry leaders Rob Thomas, Paul Zikopoulos, and Kate Soule goes beyond the basics, offering real-life success stories and learned lessons to provide a blueprint for meaningful AI engagement. Whether you're a novice or a seasoned expert, you'll come away with an enhanced understanding of GenAI. Recognize the transformative potential of AI in business and how to harness it Navigate the ethical and operational challenges posed by AI with confidence Understand the dynamic interplay between AI technology and business strategy Implement actionable strategies to integrate AI into your organizational culture Step confidently into the role of an AI value creator, equipped to lead and innovate

Introduction To Foundation Models

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Author : Pin-Yu Chen
language : en
Publisher: Springer Nature
Release Date : 2025-06-12

Introduction To Foundation Models written by Pin-Yu Chen and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-06-12 with Computers categories.

This book offers an extensive exploration of foundation models, guiding readers through the essential concepts and advanced topics that define this rapidly evolving research area. Designed for those seeking to deepen their understanding and contribute to the development of safer and more trustworthy AI technologies, the book is divided into three parts providing the fundamentals, advanced topics in foundation modes, and safety and trust in foundation models: Part I introduces the core principles of foundation models and generative AI, presents the technical background of neural networks, delves into the learning and generalization of transformers, and finishes with the intricacies of transformers and in-context learning. Part II introduces automated visual prompting techniques, prompting LLMs with privacy, memory-efficient fine-tuning methods, and shows how LLMs can be reprogrammed for time-series machine learning tasks. It explores how LLMs can be reused for speech tasks, how synthetic datasets can be used to benchmark foundation models, and elucidates machine unlearning for foundation models. Part III provides a comprehensive evaluation of the trustworthiness of LLMs, introduces jailbreak attacks and defenses for LLMs, presents safety risks when find-tuning LLMs, introduces watermarking techniques for LLMs, presents robust detection of AI-generated text, elucidates backdoor risks in diffusion models, and presents red-teaming methods for diffusion models. Mathematical notations are clearly defined and explained throughout, making this book an invaluable resource for both newcomers and seasoned researchers in the field.

Foundation For Human Computer Communication

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Author : Keith Hopper
language : en
Publisher: North Holland
Release Date : 1986

Foundation For Human Computer Communication written by Keith Hopper and has been published by North Holland this book supported file pdf, txt, epub, kindle and other format this book has been release on 1986 with Computers categories.

Ijcai

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Author :
language : en
Publisher:
Release Date : 1993

Ijcai written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1993 with Artificial intelligence categories.

Sixth International Conference On Tools With Artificial Intelligence

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Author :
language : en
Publisher:
Release Date : 1994

Sixth International Conference On Tools With Artificial Intelligence written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1994 with Algorithms categories.

Linguistics And Language Behavior Abstracts

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Author :
language : en
Publisher:
Release Date : 2000

Linguistics And Language Behavior Abstracts written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2000 with Language and languages categories.

Proceedings Of The International Joint Conference On Artificial Intelligence

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Author :
language : en
Publisher:
Release Date : 1985

Proceedings Of The International Joint Conference On Artificial Intelligence written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1985 with Artificial intelligence categories.

Ibm Journal Of Research And Development

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Author :
language : en
Publisher:
Release Date : 1988

Ibm Journal Of Research And Development written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1988 with Computers categories.

Prolog For Natural Language Processing

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Author : Annie Gal
language : en
Publisher: Chichester [England] ; Toronto : Wiley
Release Date : 1991-07-18

Prolog For Natural Language Processing written by Annie Gal and has been published by Chichester [England] ; Toronto : Wiley this book supported file pdf, txt, epub, kindle and other format this book has been release on 1991-07-18 with Computers categories.

Covering a wide range of important topics in Natural Language Processing (NLP), the text is based on logic. Offers state-of-the-art resumes on each subject introduced, a selection of working programs, bibliographic references and extensive appendices which give full listings of all the programs presented. The programming language used in the examples provided is Prolog which is available on an accompanying disk.