whim: the what-if machine

19
UCD Year One: Idea Generation & Delivery in UCD Year One: Idea Generation & Delivery in Let my creepy avatar* guide you on a whimsical tour of UCD’s year of knowledge representation, idea generation, linguistic rendering and automatic tweeting. *Tony Veale *Tony Veale

Upload: tony-veale

Post on 14-Jul-2015

244 views

Category:

Technology


2 download

TRANSCRIPT

Page 1: WHIM: The What-If Machine

UCD Year One: Idea Generation & Delivery in UCD Year One: Idea Generation & Delivery in

Let my creepy avatar*

guide you on a whimsical

tour of UCD’s year of knowledge

representation, idea generation,

linguistic rendering and

automatic tweeting. *Tony Veale *Tony Veale

Page 2: WHIM: The What-If Machine

Please excuse

my absence, as I

am unavoidably

elsewhere on UCD

business.

So kindly bear

with these slides as

we briefly outline the

main contributions of

UCD in Y1.

Page 3: WHIM: The What-If Machine

UCD is a major

contributor to WP3:

Automated Ideation

& What-If Scenario

Generation

In Year One this

involves two tasks:

T3.1: Taking

metaphors seriously

&

T3.2: Taking jokes

seriously

Why so

serious?

Page 4: WHIM: The What-If Machine

UCD anchors its

solutions for both of

these tasks in an

automated metaphor-

generation

system.

UCD offers its

Web Service

Metaphor Magnet to

commoditize the

generation of novel

metaphors on an

industrial

scale.

Page 5: WHIM: The What-If Machine

UCD is also a

contributor to WP2:

Building wide-

coverage Open IE

knowledge

resources

UCD has built and released

a KB of more than 5000

causally-chained triples for

reasoning about grand

themes like Love, War,

Religion, Sex, Politics, Art,

Science, etc.

So for Task T2.2

in Workpackage

WP2 …

Page 6: WHIM: The What-If Machine

A chain of causal

triples can yield an

interesting What-If

when it shows how a

familiar concept has

quite unexpected

consequences.

Page 7: WHIM: The What-If Machine

So what counts

as an unexpected

consequence of a

What-If scenario?

UCD has focused in Y1 on

affective causal chains.

A chain is interesting if:

1. A positive concept

ultimately causes a

negative consequence.

2. A negative concept

ultimately causes a

positive consequence.

Page 8: WHIM: The What-If Machine

UCD’s ideation engine sits at the heart of our @MetaphorMagnet

Twitterbot, which tweets a new hard-

boiled metaphor every hour of the day.

Page 9: WHIM: The What-If Machine

So @MetaphorMagnet achieves shock value via causal equivalence: it uses simple reasoning

over its knowledge-base to ask: what if two very different concepts lead

to the same logical ends?

Page 10: WHIM: The What-If Machine

An opposition between ideas can be used to imagine an opposition

between those who hold ideas. @MetaphorMagnet constructs an imaginary debate between

these opposing thinkers.

Page 11: WHIM: The What-If Machine

Conflict between and within characters is the key to a psychologically

compelling story. Just think of Breaking Bad: a

good father and chemistry teacher becomes a

murderous drug baron!

As @MetaphorMagnet specializes in generating

metaphorical pairings that emphasize both the commonalities and the

contrasts between ideas, we can turn these pairings

into character arcs.

W.H.I.M.

Page 12: WHIM: The What-If Machine

businessman

millionaire tech geek

pauper

If we take @MetaphorMagnet’s metaphors seriously, as literal statements of becoming, we

obtain What-If scenarios in which our story characters undergo surprising but apt changes.

IN

Page 13: WHIM: The What-If Machine

{ }

Property-level transformations:

dashingdrab happymiserable richpoor richskint ostentatiousunpretentious pamperedpoor

privilegeddestitute privilegedpoor richbroke richdesperate richdestitute richmiserable

spoiledpoor wealthybroke wealthydestitute wealthypoor

So what if a millionaire …

… became a pauper?

@MetaphorMagnet aligns the contrasting properties of both stereotypical representations to estimate the interestingness of an arc.

Page 14: WHIM: The What-If Machine

This approach to ideation in

WHIM has recently been covered

in New Scientist magazine.

Page 15: WHIM: The What-If Machine

We are currently evaluating the

packaging of ideas in @MetaphorMagnet

using Crowd-sourcing (against a non-

creative baseline @MetaphorMinute).

Page 16: WHIM: The What-If Machine

WHIM also benefits from PROSECCO*

events

*PROmoting the Scientific Exploration of Computational

Creativity (EC Action)

PROSECCO’s 2015 Code-Camp will

build new bots for ideation & rendering

The substantial resources UCD is developing for the

camp will feed directly into the WHIM project.

Page 17: WHIM: The What-If Machine
Page 18: WHIM: The What-If Machine

Quickly now, Mr. Veale, what are

the fields of your representation?

Damn you, Colton! The fields are: name, gender, politics, marital status, specialism, address, vehicle, weapon,

rivals, clothing, domain, genre, category, positive qualities

and negative qualities!

Page 19: WHIM: The What-If Machine

FIN

Year 2 will bring more knowledge (rich resources), more complex ideas, more

ground for cross-group collaboration, and

deeper stories.