Mining Structures of Factual Knowledge from Text is popular PDF and ePub book, written by Xiang Ren in 2022-05-31, it is a fantastic choice for those who relish reading online the Computers genre. Let's immerse ourselves in this engaging Computers book by exploring the summary and details provided below. Remember, Mining Structures of Factual Knowledge from Text can be Read Online from any device for your convenience.
Mining Structures of Factual Knowledge from Text Book PDF Summary
The real-world data, though massive, is largely unstructured, in the form of natural-language text. It is challenging but highly desirable to mine structures from massive text data, without extensive human annotation and labeling. In this book, we investigate the principles and methodologies of mining structures of factual knowledge (e.g., entities and their relationships) from massive, unstructured text corpora. Departing from many existing structure extraction methods that have heavy reliance on human annotated data for model training, our effort-light approach leverages human-curated facts stored in external knowledge bases as distant supervision and exploits rich data redundancy in large text corpora for context understanding. This effort-light mining approach leads to a series of new principles and powerful methodologies for structuring text corpora, including (1) entity recognition, typing and synonym discovery, (2) entity relation extraction, and (3) open-domain attribute-value mining and information extraction. This book introduces this new research frontier and points out some promising research directions.
Detail Book of Mining Structures of Factual Knowledge from Text PDF
- Author : Xiang Ren
- Release : 31 May 2022
- Publisher : Springer Nature
- ISBN : 9783031019128
- Genre : Computers
- Total Page : 183 pages
- Language : English
- PDF File Size : 16,6 Mb
If you're still pondering over how to secure a PDF or EPUB version of the book Mining Structures of Factual Knowledge from Text by Xiang Ren, don't worry! All you have to do is click the 'Get Book' buttons below to kick off your Download or Read Online journey. Just a friendly reminder: we don't upload or host the files ourselves.