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Verbosities

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AI: the ugly. The obvious problem is collecting common sense knowledge. Even worse, people are still attempting to determine how to represent common sense data. ... – PowerPoint PPT presentation

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Title: Verbosities


1
Verbosities
  • A game to collect common sense data

Mihir Kedia
2
Introduction
Artificial Intelligence
Common Sense
Verbosities
Introduction
  • Artificial Intelligence
  • Common Sense
  • Verbosities

3
AI the good
Artificial Intelligence
Common Sense
Verbosities
Introduction
  • Artificial Intelligence has made many strides
    over the last several years.
  • We have solid ideas on how to simulate a number
    of the thinking processes that are believed to
    make up intelligence.
  • Neural networks
  • Genetic algorithms

The good
The bad
The ugly
4
AI the bad
Artificial Intelligence
Common Sense
Verbosities
Introduction
  • There remain fundamental tasks that computers are
    currently incapable of carrying out.
  • Many researchers have conjectured that common
    sense knowledge is needed for computers to be
    able to handle these tasks.

The good
The bad
The ugly
5
Interludium What is common sense?
Artificial Intelligence
Common Sense
Verbosities
Introduction
  • Ordinary knowledge
  • Hundreds of millions of pieces of knowledge.
  • Ordinary reasoning
  • How to organize, retrieve, and manipulate various
    factoids.

6
AI the ugly
Artificial Intelligence
Common Sense
Verbosities
Introduction
  • The obvious problem is collecting common sense
    knowledge.
  • Even worse, people are still attempting to
    determine how to represent common sense data.

The good
The bad
The ugly
7
Common Sense
Artificial Intelligence
Common Sense
Verbosities
Introduction
  • First attempt the Cyc project
  • 1.5 million pieces of information collected over
    20 years.
  • The OpenMind project
  • Relies on netizens for factoids.
  • Have collected very few facts.
  • No way to verify correctness.

8
Common Sense
Artificial Intelligence
Common Sense
Verbosities
Introduction
  • Tell me 3 things I dont know about milk.

9
Digressionem Taboo
Artificial Intelligence
Common Sense
Verbosities
Introduction
10
Verbosities
Artificial Intelligence
Common Sense
Verbosities
Introduction
  • Problem 1 Why will people take the time to give
    us common sense facts?
  • Solution Construct an entertaining game that
    gives us the information we need.

11
Verbosities
Artificial Intelligence
Common Sense
Verbosities
Introduction
  • Problem 2 How can we verify the correctness of
    the facts we collect with this game?
  • Solution Use humans as verification make the
    game objectives such that they can only be
    completed given correct facts.
  • Anonymous matching

12
Verbosities Idea
Artificial Intelligence
Common Sense
Verbosities
Introduction
  • Similar to Taboo, Pictionary, etc.
  • Sentence templates
  • ___ is a kind of ___
  • ___ is similar to ___
  • Various types of common sense knowledge can be
    retrieved by changing the templates.

13
Terminus
Artificial Intelligence
Common Sense
Verbosities
Introduction
Mihir Kedia Luis von Ahn Manuel Blum
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