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Generating Paths through
Cultural Heritage Collections
Samuel Fernando, Paula Goodale, Paul Clough,
Mark Stevenson, Mark Hall, Eneko Agirre

LaTeCH 2013, ACL Workshop, Sofia, Bulgaria.
Introduction
Museums have guided tours with narratives organised
by theme or chronology while digital libraries are often
limited to a simple keyword search

LaTeCH 2013, ACL Workshop, Sofia, Bulgaria
Introducing paths
We introduce the idea of paths into digital library collections.
These may be created by experts or end-users.

LaTeCH 2013, ACL Workshop, Sofia, Bulgaria
Overview
What do people want from paths
/how might they use them?

User studies

Analyse properties of created paths
Problem: users do not add background text

Propose automatic methods to address this

LaTeCH 2013, ACL Workshop, Sofia, Bulgaria
User interpretations of paths
Hypertext trails
Search
history

Learning
process

Process
oriented

Information
seeking journey

Paths

Transaction
process

LaTeCH 2013, ACL Workshop, Sofia, Bulgaria

Linked
metadata

Through route

Augmented
reality
Starting
point / way in

Encouraging
exploration
and enriching
data
User scenarios
Classroom
activities
Curated
collections

Paths

Leisure
users

LaTeCH 2013, ACL Workshop, Sofia, Bulgaria

Local
historians
Researchers
Creating a path (1)
Select items from the collection

Colosseum

Palatine Hill

LaTeCH 2013, ACL Workshop, Sofia, Bulgaria

Constantine Arch
Creating a path (2)
Arrange items to form a path or narrative

Colosseum

Palatine Hill

LaTeCH 2013, ACL Workshop, Sofia, Bulgaria

Constantine Arch
Creating a path (3)
Add background text /titles etc.
Grand Tour of Rome
Lorem ipsum dolor
sit amet,
consectetur
adipiscing elit.
Colosseum

Lorem ipsum dolor
sit amet,
consectetur
adipiscing elit.
Palatine Hill

LaTeCH 2013, ACL Workshop, Sofia, Bulgaria

Lorem ipsum
dolor sit amet,
consectetur
adipiscing elit.
Constantine Arch
User study
“Imagine you are a student who has been asked to
create a path as part of a university assignment. You
have been asked to use primary source materials to
create a mini online exhibition suitable for a target
group within the general public and/or school visitor
categories. Your goal is to introduce a historical or artfocussed topic in a popular, accessible way, and to
encourage further use and exploration of cultural
heritage resources.”

LaTeCH 2013, ACL Workshop, Sofia, Bulgaria
Search/explore behaviour

LaTeCH 2013, ACL Workshop, Sofia, Bulgaria
Properties of paths

LaTeCH 2013, ACL Workshop, Sofia, Bulgaria
Types of ordering

LaTeCH 2013, ACL Workshop, Sofia, Bulgaria
Adding contextual information

LaTeCH 2013, ACL Workshop, Sofia, Bulgaria
Automatically adding context
Sequence of
items (S)
Process
Key Wikipedia
article (K), the
most relevant
article for S
LaTeCH 2013, ACL Workshop, Sofia, Bulgaria

Sentences from K
summarising S
Methods
1. Choose the first n sentences from K
2. Find key topics W from S and use this to
select sentences from K.
a. W comprises titles of Wikipedia articles (from using
Wikipedia Miner).
b. Score each sentence in K by occurrence of words
from W multiplied by confidence values.
c. Return n highest scoring sentences

LaTeCH 2013, ACL Workshop, Sofia, Bulgaria
Method 2 example
Path: “Bronze age metallurgy” K = “Bronze Age”
comprising items and debris W = Bronze Age (0.9) , Copper (0.9),
from Bronze Age
Alloy (0.8), Tin(0.6), Bronze (0.6)
Output 1: A region could be in the Bronze Age either by smelting
its own copper and alloying with tin or by trading for bronze from
production areas elsewhere (score 3.8)
Output 2: The Bronze Age in Ireland commenced around 2000
BC, when copper was alloyed with tin and used to manufacture
Ballybeg type flat axes and associated metalwork (score 2.4)

LaTeCH 2013, ACL Workshop, Sofia, Bulgaria
Results

LaTeCH 2013, ACL Workshop, Sofia, Bulgaria
Conclusions
• Studies analysing different behaviours
when creating paths, and properties of
created paths
• Experts rate importance of context in
path, but users tend not to add this when
creating their own paths
• Automatic methods for adding context
show good results using a very simple
approach using a key Wikipedia article
LaTeCH 2013, ACL Workshop, Sofia, Bulgaria
Future work
• Automatic methods for selecting key
Wikipedia article
• Filter out information from summary that
is already present in path
• Thank you for your time – please visit the
paths system at http://explorer.pathsproject.eu
LaTeCH 2013, ACL Workshop, Sofia, Bulgaria

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PATHS @ LATECH 2013

  • 1. Generating Paths through Cultural Heritage Collections Samuel Fernando, Paula Goodale, Paul Clough, Mark Stevenson, Mark Hall, Eneko Agirre LaTeCH 2013, ACL Workshop, Sofia, Bulgaria.
  • 2. Introduction Museums have guided tours with narratives organised by theme or chronology while digital libraries are often limited to a simple keyword search LaTeCH 2013, ACL Workshop, Sofia, Bulgaria
  • 3. Introducing paths We introduce the idea of paths into digital library collections. These may be created by experts or end-users. LaTeCH 2013, ACL Workshop, Sofia, Bulgaria
  • 4. Overview What do people want from paths /how might they use them? User studies Analyse properties of created paths Problem: users do not add background text Propose automatic methods to address this LaTeCH 2013, ACL Workshop, Sofia, Bulgaria
  • 5. User interpretations of paths Hypertext trails Search history Learning process Process oriented Information seeking journey Paths Transaction process LaTeCH 2013, ACL Workshop, Sofia, Bulgaria Linked metadata Through route Augmented reality Starting point / way in Encouraging exploration and enriching data
  • 6. User scenarios Classroom activities Curated collections Paths Leisure users LaTeCH 2013, ACL Workshop, Sofia, Bulgaria Local historians Researchers
  • 7. Creating a path (1) Select items from the collection Colosseum Palatine Hill LaTeCH 2013, ACL Workshop, Sofia, Bulgaria Constantine Arch
  • 8. Creating a path (2) Arrange items to form a path or narrative Colosseum Palatine Hill LaTeCH 2013, ACL Workshop, Sofia, Bulgaria Constantine Arch
  • 9. Creating a path (3) Add background text /titles etc. Grand Tour of Rome Lorem ipsum dolor sit amet, consectetur adipiscing elit. Colosseum Lorem ipsum dolor sit amet, consectetur adipiscing elit. Palatine Hill LaTeCH 2013, ACL Workshop, Sofia, Bulgaria Lorem ipsum dolor sit amet, consectetur adipiscing elit. Constantine Arch
  • 10. User study “Imagine you are a student who has been asked to create a path as part of a university assignment. You have been asked to use primary source materials to create a mini online exhibition suitable for a target group within the general public and/or school visitor categories. Your goal is to introduce a historical or artfocussed topic in a popular, accessible way, and to encourage further use and exploration of cultural heritage resources.” LaTeCH 2013, ACL Workshop, Sofia, Bulgaria
  • 11. Search/explore behaviour LaTeCH 2013, ACL Workshop, Sofia, Bulgaria
  • 12. Properties of paths LaTeCH 2013, ACL Workshop, Sofia, Bulgaria
  • 13. Types of ordering LaTeCH 2013, ACL Workshop, Sofia, Bulgaria
  • 14. Adding contextual information LaTeCH 2013, ACL Workshop, Sofia, Bulgaria
  • 15. Automatically adding context Sequence of items (S) Process Key Wikipedia article (K), the most relevant article for S LaTeCH 2013, ACL Workshop, Sofia, Bulgaria Sentences from K summarising S
  • 16. Methods 1. Choose the first n sentences from K 2. Find key topics W from S and use this to select sentences from K. a. W comprises titles of Wikipedia articles (from using Wikipedia Miner). b. Score each sentence in K by occurrence of words from W multiplied by confidence values. c. Return n highest scoring sentences LaTeCH 2013, ACL Workshop, Sofia, Bulgaria
  • 17. Method 2 example Path: “Bronze age metallurgy” K = “Bronze Age” comprising items and debris W = Bronze Age (0.9) , Copper (0.9), from Bronze Age Alloy (0.8), Tin(0.6), Bronze (0.6) Output 1: A region could be in the Bronze Age either by smelting its own copper and alloying with tin or by trading for bronze from production areas elsewhere (score 3.8) Output 2: The Bronze Age in Ireland commenced around 2000 BC, when copper was alloyed with tin and used to manufacture Ballybeg type flat axes and associated metalwork (score 2.4) LaTeCH 2013, ACL Workshop, Sofia, Bulgaria
  • 18. Results LaTeCH 2013, ACL Workshop, Sofia, Bulgaria
  • 19. Conclusions • Studies analysing different behaviours when creating paths, and properties of created paths • Experts rate importance of context in path, but users tend not to add this when creating their own paths • Automatic methods for adding context show good results using a very simple approach using a key Wikipedia article LaTeCH 2013, ACL Workshop, Sofia, Bulgaria
  • 20. Future work • Automatic methods for selecting key Wikipedia article • Filter out information from summary that is already present in path • Thank you for your time – please visit the paths system at http://explorer.pathsproject.eu LaTeCH 2013, ACL Workshop, Sofia, Bulgaria