+ All Categories
Home > Documents > Bing Dialog Model: Intent, Knowledge, and User Interaction...Bing Dialog Model: Intent, Knowledge,...

Bing Dialog Model: Intent, Knowledge, and User Interaction...Bing Dialog Model: Intent, Knowledge,...

Date post: 18-Aug-2020
Category:
Upload: others
View: 3 times
Download: 0 times
Share this document with a friend
29
Bing Dialog Model: Intent, Knowledge, and User Interaction Harry Shum, PhD Corporate Vice President Microsoft Corporation www.bing.com
Transcript
Page 1: Bing Dialog Model: Intent, Knowledge, and User Interaction...Bing Dialog Model: Intent, Knowledge, and User Interaction Harry Shum, PhD Corporate Vice President Microsoft Corporation

Bing Dialog Model:

Intent, Knowledge, and User Interaction

Harry Shum, PhD

Corporate Vice President

Microsoft Corporation

www.bing.com

Page 2: Bing Dialog Model: Intent, Knowledge, and User Interaction...Bing Dialog Model: Intent, Knowledge, and User Interaction Harry Shum, PhD Corporate Vice President Microsoft Corporation

The Journey to Bing

Page 3: Bing Dialog Model: Intent, Knowledge, and User Interaction...Bing Dialog Model: Intent, Knowledge, and User Interaction Harry Shum, PhD Corporate Vice President Microsoft Corporation

Our challenges at the launch of Bing

Oct

2007

Jan

2008

July

2008

April

2008

Oct

2008

Jan

2009

July

2009

April

2009

10%

20%

30%

40%

50%

60%

70%

Oct

2006

Jan

2007

July

2007

April

2007

Oct

2005

Jan

2006

July

2006

April

2006

Page 5: Bing Dialog Model: Intent, Knowledge, and User Interaction...Bing Dialog Model: Intent, Knowledge, and User Interaction Harry Shum, PhD Corporate Vice President Microsoft Corporation

+4.00%

+1.57%

-4.03%

Growing Momentum since the launch of BingBut … Still a Long Way to Go

Page 6: Bing Dialog Model: Intent, Knowledge, and User Interaction...Bing Dialog Model: Intent, Knowledge, and User Interaction Harry Shum, PhD Corporate Vice President Microsoft Corporation

There are three elements of Search Quality

Page 7: Bing Dialog Model: Intent, Knowledge, and User Interaction...Bing Dialog Model: Intent, Knowledge, and User Interaction Harry Shum, PhD Corporate Vice President Microsoft Corporation

Simplified tasks

meaningconcepts

task completion

Their semantic impacts on Search Quality

Page 8: Bing Dialog Model: Intent, Knowledge, and User Interaction...Bing Dialog Model: Intent, Knowledge, and User Interaction Harry Shum, PhD Corporate Vice President Microsoft Corporation

Source: Google vs. Bing: the Fallacy of the Superior Search Engine – searchengineland.com

Page 9: Bing Dialog Model: Intent, Knowledge, and User Interaction...Bing Dialog Model: Intent, Knowledge, and User Interaction Harry Shum, PhD Corporate Vice President Microsoft Corporation

Yu-Ting Kuo

Principal Program Manager

www.bing.com

Page 10: Bing Dialog Model: Intent, Knowledge, and User Interaction...Bing Dialog Model: Intent, Knowledge, and User Interaction Harry Shum, PhD Corporate Vice President Microsoft Corporation
Page 11: Bing Dialog Model: Intent, Knowledge, and User Interaction...Bing Dialog Model: Intent, Knowledge, and User Interaction Harry Shum, PhD Corporate Vice President Microsoft Corporation
Page 12: Bing Dialog Model: Intent, Knowledge, and User Interaction...Bing Dialog Model: Intent, Knowledge, and User Interaction Harry Shum, PhD Corporate Vice President Microsoft Corporation
Page 13: Bing Dialog Model: Intent, Knowledge, and User Interaction...Bing Dialog Model: Intent, Knowledge, and User Interaction Harry Shum, PhD Corporate Vice President Microsoft Corporation

Internet searchers are becoming more Task Centric

Satisfaction

FrequencyImportance

Page 14: Bing Dialog Model: Intent, Knowledge, and User Interaction...Bing Dialog Model: Intent, Knowledge, and User Interaction Harry Shum, PhD Corporate Vice President Microsoft Corporation

And their tasks are More Sophisticated then ever

67%

33%

36%

64%

Page 15: Bing Dialog Model: Intent, Knowledge, and User Interaction...Bing Dialog Model: Intent, Knowledge, and User Interaction Harry Shum, PhD Corporate Vice President Microsoft Corporation

The traditional 10 Blue Links style is no longer sufficient

Page 16: Bing Dialog Model: Intent, Knowledge, and User Interaction...Bing Dialog Model: Intent, Knowledge, and User Interaction Harry Shum, PhD Corporate Vice President Microsoft Corporation

The emerging need for organized Whole Page experience

Page 17: Bing Dialog Model: Intent, Knowledge, and User Interaction...Bing Dialog Model: Intent, Knowledge, and User Interaction Harry Shum, PhD Corporate Vice President Microsoft Corporation
Page 18: Bing Dialog Model: Intent, Knowledge, and User Interaction...Bing Dialog Model: Intent, Knowledge, and User Interaction Harry Shum, PhD Corporate Vice President Microsoft Corporation

A Search Paradigm Shift is Happening

Page 19: Bing Dialog Model: Intent, Knowledge, and User Interaction...Bing Dialog Model: Intent, Knowledge, and User Interaction Harry Shum, PhD Corporate Vice President Microsoft Corporation

Bing Dialog Model

+

-

Previous

Inferences

(

Inferred

Intent (

Inferred

Intent ( )

Inferred

Action (

User Behavior ( )

A Stateful Feedback System

Page 20: Bing Dialog Model: Intent, Knowledge, and User Interaction...Bing Dialog Model: Intent, Knowledge, and User Interaction Harry Shum, PhD Corporate Vice President Microsoft Corporation

Using BMR Framework

Page 21: Bing Dialog Model: Intent, Knowledge, and User Interaction...Bing Dialog Model: Intent, Knowledge, and User Interaction Harry Shum, PhD Corporate Vice President Microsoft Corporation

Bing Dialog Model Implementation

Query-

level

Dialog

Session-level

Dialog

Page-level

Dialog

Document-

level dialog

It = argmaxI P( I | Ut , It-1 ; K)

At = argminA E[Cost(A, It)]

When applied to Autosuggest:

Ut is key stroke

It is closest intent queries

At is list of suggested queries

Cost() is selection efforts

Page 22: Bing Dialog Model: Intent, Knowledge, and User Interaction...Bing Dialog Model: Intent, Knowledge, and User Interaction Harry Shum, PhD Corporate Vice President Microsoft Corporation
Page 23: Bing Dialog Model: Intent, Knowledge, and User Interaction...Bing Dialog Model: Intent, Knowledge, and User Interaction Harry Shum, PhD Corporate Vice President Microsoft Corporation

Simple & Explicit Query-Level Dialog

Page 24: Bing Dialog Model: Intent, Knowledge, and User Interaction...Bing Dialog Model: Intent, Knowledge, and User Interaction Harry Shum, PhD Corporate Vice President Microsoft Corporation
Page 25: Bing Dialog Model: Intent, Knowledge, and User Interaction...Bing Dialog Model: Intent, Knowledge, and User Interaction Harry Shum, PhD Corporate Vice President Microsoft Corporation

Document-Level Dialog

Deep Links

Caption

Additional Caption Preview

Title

Page Time

Stamp

URL

Estimated Publish Time

Page 26: Bing Dialog Model: Intent, Knowledge, and User Interaction...Bing Dialog Model: Intent, Knowledge, and User Interaction Harry Shum, PhD Corporate Vice President Microsoft Corporation

Quick Tabs for

relevant Bing

Verticals, Domains, Answers

All Bing Vertical Services

Algorithmic Search Results

Query Suggestion

Search History

Entity-based result

summary

Sponsored Ads

Page 27: Bing Dialog Model: Intent, Knowledge, and User Interaction...Bing Dialog Model: Intent, Knowledge, and User Interaction Harry Shum, PhD Corporate Vice President Microsoft Corporation

History-

aware

Compare

Page 28: Bing Dialog Model: Intent, Knowledge, and User Interaction...Bing Dialog Model: Intent, Knowledge, and User Interaction Harry Shum, PhD Corporate Vice President Microsoft Corporation

Bing: The Decision Engine

Page 29: Bing Dialog Model: Intent, Knowledge, and User Interaction...Bing Dialog Model: Intent, Knowledge, and User Interaction Harry Shum, PhD Corporate Vice President Microsoft Corporation

Thank you


Recommended