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AI INDEX, NOVEMBER 2017
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AI INDEX, NOVEMBER 2017
STEERING COMMITTEE
Yoav Shoham (chair)
Stanford University
Raymond Perrault
SRI International
Erik Brynjolfsson
MIT
Jack Clark
OpenAI
PROJECT MANAGER
Calvin LeGassick
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AI INDEX, NOVEMBER 2017
TABLE OF CONTENTS
Introduction to the AI Index 2017 Annual Report 5
Overview 7
Volume of Activity 9
Academia 9
Published Papers 9
Course Enrollment 11
Conference Attendance 14
Industry 16
AI-Related Startups 16
AI-Related Startup Funding 17
Job Openings 18
Robot Imports 21
Open Source Software 23
GitHub Project Statistics 23
Public Interest 25
Sentiment of Media Coverage 25
Technical Performance26
Vision 26
Object Detection 26
Visual Question Answering 27
Natural Language Understanding 28
Parsing 28
Machine Translation 29
Question Answering 30
Speech Recognition 31
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AI INDEX, NOVEMBER 2017
Theorem Proving 32
SAT Solving 33
Derivative Measures 34
Towards Human-Level Performance 37
What’s Missing 41
Expert Forum 44
Get Involved! 68
Acknowledgements 70
Appendix A: Data Description & Collection Methodology 72
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AI INDEX, NOVEMBER 2017
INTRODUCTION TO THE AI INDEX 2017
ANNUAL REPORT
Artificial Intelligence has leapt to the forefront of global discourse, garnering increased
attention from practitioners, industry leaders, policymakers, and the general public.
The diversity of opinions and debates gathered from news articles this year illustrates
just how broadly AI is being investigated, studied, and applied.
However, the field of AI is still evolving rapidly and even experts have a hard time
understanding and tracking progress across the field.
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