This book provides readers with a practical guide to the principles of hybrid approaches to natural language processing (NLP) involving a combination of neural methods and knowledge graphs. To this end, it first introduces the main building blocks and then describes how they can be integrated to support the effective implementation of real-world NLP applications. To illustrate the ideas described, the book also includes a comprehensive set of experiments and exercises involving different algorithms over a selection of domains and corpora in various NLP tasks. Throughout, the authors show how to leverage complementary representations stemming from the analysis of unstructured text corpora as well as the entities and relations described explicitly in a knowledge graph, how to integrate such representations, and how to use the resulting features to effectively solve NLP tasks in a range of domains. In addition, the book offers access to executable code with examples, exercises and real-world applications in key domains, like disinformation analysis and machine reading comprehension of scientific literature. All the examples and exercises proposed in the book are available as executable Jupyter notebooks in a GitHub repository. They are all ready to be run on Google Colaboratory or, if preferred, in a local environment. A valuable resource for anyone interested in the interplay between neural and knowledge-based approaches to NLP, this book is a useful guide for readers with a background in structured knowledge representations as well as those whose main approach to AI is fundamentally based on logic. Further, it will appeal to those whose main background is in the areas of machine and deep learning who are looking for ways to leverage structured knowledge bases to optimize results along the NLP downstream.
This book investigates the scribal habits of P45, P46, P47, P66, P72, and P75, the six most extensive early New Testament manuscripts. All the singular readings in these six papyri are studied along with all the corrections.
Lazarus, Martha, and Mary: reframing the discussion -- Social identity and prototypes: a social-scientific model for historical and theological application -- Johannine processing of the past in relation to Lazarus, Martha, and Mary -- Lazarus, Martha, and Mary as prototypes -- The raising of Lazarus from the dead as prototypical -- The resurrection of Lazarus in early Christian art -- A theological conclusion: the raising of Lazarus and Christian identity.
This extract from the Eerdmans Commentary on the Bible provides Clements' introduction to and concise commentary on Proverbs. The Eerdmans Commentary on the Bible presents, in nontechnical language, the best of modern scholarship on each book of the Bible, including the Apocrypha. Reader-friendly commentary complements succinct summaries of each section of the text and will be valuable to scholars, students, and general readers. Rather than attempt a verse-by-verse analysis, these volumes work from larger sense units, highlighting the place of each passage within the overarching biblical story. Commentators focus on the genre of each text—parable, prophetic oracle, legal code, and so on—interpreting within the historical and literary context. The volumes also address major issues within each biblical book—including the range of possible interpretations—and refer readers to the best resources for further discussions.
This will help us customize your experience to showcase the most relevant content to your age group
Please select from below
Login
Not registered?
Sign up
Already registered?
Success – Your message will goes here
We'd love to hear from you!
Thank you for visiting our website. Would you like to provide feedback on how we could improve your experience?
This site does not use any third party cookies with one exception — it uses cookies from Google to deliver its services and to analyze traffic.Learn More.