Paper Info
Title
A Call to Arms: Embrace Assistive AI Systems!
Abstract
A quarter-century ago Web search stormed the world: within a few years the Web search box became a standard tool of daily life ready to satisfy informational, transactional, and navigational queries needed for some task completion. However, two recent trends are dramatically changing the box»s role: first, the explosive spread of smartphones brings significant computational resources literally into the pockets of billions of users; second, recent technological advances in machine learning and artificial intelligence, and in particular in speech processing led to the wide deployment of assistive AI systems, culminating in personal digital assistants. Along the way, the "Web search box" has become an "assistance request box" (implicit, in the case of voice-activated assistants) and likewise, many other information processing systems (e.g. e-mail, navigation, personal search, etc) have adopted assistive aspects. Formally, the assistive systems can be viewed as a selection process within a base set of alternatives driven by some user input. The output is either one alternative or a smaller set of alternatives, maybe subject to future selection. Hence, classic IR is a particular instance of this formulation, where the input is a textual query and the selection process is relevance ranking over the corpus. In increasing order of selection capabilities, assistive systems can be classified into three categories: Subordinate : systems where the selection is fully specified by the request; if this results in a singleton the system provides it, otherwise the system provides a random alternative from the result set. Therefore, the challenge for subordinate systems consists only in the correct interpretation of the user request (e.g., weather information, simple personal schedule management, a "play jazz" request).Conducive : systems that reduce the set of alternatives to a smaller set, possibly via an interactive process (e.g. the classic ten blue links, the three "smart replies" in Gmail, interactive recommendations, etc).Decisive : systems that make all necessary decisions to reach the desired goal (in other words, select a single alternative from the set of possibilities) including resolving ambiguities and other substantive decisions without further input from the user (e.g., typical translation systems, self-driving cars). Subordinate : systems where the selection is fully specified by the request; if this results in a singleton the system provides it, otherwise the system provides a random alternative from the result set. Therefore, the challenge for subordinate systems consists only in the correct interpretation of the user request (e.g., weather information, simple personal schedule management, a "play jazz" request).Conducive : systems that reduce the set of alternatives to a smaller set, possibly via an interactive process (e.g. the classic ten blue links, the three "smart replies" in Gmail, interactive recommendations, etc).Decisive : systems that make all necessary decisions to reach the desired goal (in other words, select a single alternative from the set of possibilities) including resolving ambiguities and other substantive decisions without further input from the user (e.g., typical translation systems, self-driving cars). The main goal of this talk is to examine these developments and to urge the WSDM community to increase its focus on assistive AI solutions that are becoming pertinent to a wide variety of information processing problems. I will mostly present ideas and work in progress, and there will be many more open questions than definitive answers.
Year
DOI
Venue
2018
10.1145/3159652.3160603
WSDM 2018: The Eleventh ACM International Conference on Web Search and Data Mining Marina Del Rey CA USA February, 2018
Field
DocType
ISBN
Speech processing,Schedule (project management),Software deployment,Information processing,Ranking,Information retrieval,Result set,Computer science,Work in process,Search box,Human–computer interaction
Conference
978-1-4503-5581-0
Citations 
PageRank 
References 
0
0.34
0
Authors
1
Name
Order
Citations
PageRank
Andrei Broder17357920.20