Compare Prices | Create Shopping Lists with Price Drop Alerts | Set Coupons, Promo Codes & Sales Alerts | Get Access to Exclusive Deals and Much More... All in One Place | Read all about it here

Pretrained Transformers for Text Ranking

Pretrained Transformers for Text Ranking

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9783031010538
Condition
New
Product Description

The goal of text ranking is to generate an ordered list of texts retrieved from a corpus in response to a query. Although the most common formulation of text ranking is search, instances of the task can also be found in many natural language processing (NLP) applications.This book provides an overview of text ranking with neural network architectures known as transformers, of which BERT (Bidirectional Encoder Representations from Transformers) is the best-known example. The combination of transformers and self-supervised pretraining has been responsible for a paradigm shift in NLP, information retrieval (IR), and beyond. This book provides a synthesis of existing work as a single point of entry for practitioners who wish to gain a better understanding of how to apply transformers to text ranking problems and researchers who wish to pursue work in this area. It covers a wide range of modern techniques, grouped into two high-level categories: transformer models that perform reranking inmulti-stage architectures and dense retrieval techniques that perform ranking directly. Two themes pervade the book: techniques for handling long documents, beyond typical sentence-by-sentence processing in NLP, and techniques for addressing the tradeoff between effectiveness (i.e., result quality) and efficiency (e.g., query latency, model and index size). Although transformer architectures and pretraining techniques are recent innovations, many aspects of how they are applied to text ranking are relatively well understood and represent mature techniques. However, there remain many open research questions, and thus in addition to laying out the foundations of pretrained transformers for text ranking, this book also attempts to prognosticate where the field is heading.

Available Colors
Available Sizes
1 Offer Price Range: $69.99 - $69.99
BEST PRICE

Single Product Purchase

$69.99
@ Link.springer.com     BUY Now

Price Comparison

Seller Contact Seller List Price On Sale Shipping Best Promo Final Price Volume Discount Financing Availability Seller's Page
BEST PRICE
1 Product Purchase
@ Link.springer.com
Contact Store Call Store Contact Support
$69.99 $69.99

$69.99
See Site In stock Visit Store

Similar Products

International Law in Disaster Scenarios

$99.00

Profil und Profitabilitt - Geschftsmodelle der Banken im Umbruch

$64.99

Biotechnological Applications of the Yeast Yarrowia lipolytica

$39.99

Angewandte Makrokonomie

$29.99

The Discursive Interview

$54.99

Gregor Mendel - The Scientist

$89.99

Centromeres and Kinetochores

$249.99

Computer Arithmetic

$109.99

Design of Image Processing Embedded Systems Using Multidimensional Data Flow

$169.99

Software Development on a Leash

$39.95

Polymers in Solution

$169.99

Convex Integration Theory

$84.99

Vibrations of Elasto-Plastic Bodies

$169.99

D. H. Lawrence in the Modern World

$84.99

Landscape Analysis and Visualisation

$219.99

Slaughter of the Innocents

$54.99

Prostate Biopsy

$89.00

New Eastern European Immigrants in the United States

$99.99

Ingredients in Meat Products

$109.99

Coviability of Social and Ecological Systems: Reconnecting Mankind to the Biosphere in an Era of Glo

$129.00

COVID-19 Pandemic, Crisis Responses and the Changing World

$129.00

Leitfaden der praktischen Dermatologie

$59.99

Virginia Woolfs Ethics of the Short Story

$54.99

Change Management Towards Life Cycle AE(C) Practice

$54.99

Principles of Physical Sedimentology

$74.99

Water and the Cell

$249.99

The Lived Sentence

$109.99

Integration der Unsicherheitsaspekte in die Schedule-Optimierung

$69.99

Methoden der Experten- und Stakeholdereinbindung in der sozialwissenschaftlichen Forschung

$49.99

Mein erfolgreiches Orchester

$29.99

Dynamic Models of Infectious Diseases

$129.00

Cellular Automata and Groups

$89.99

A Perfect Fit (Stillwater Storybook)

$4.49

Cable Shielding for Electromagnetic Compatibility

$109.00

The Evolution and Function of Biological Macrostructures

$37.99

Communications and Networking

$54.99

The State Immunity Controversy in International Law

$219.99

Giardia as a Foodborne Pathogen

$54.99

Der Kampf um die rechte Ordnung

$59.99

Deutschland 20 Jahre nach dem Mauerfall

$69.99