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What AI is and examples of how it is used in legal
Ben Gardner
Information Architect
Legal Geek – December 2015
Email: Ben.Gardner@Linklaters.com
LinkedIn: https://www.linkedin.com/in/bengardner135
Why are we talking about AI?
2015 Law Firms in Transition - An Altman Weil Flash Survey
“Can you envision a law-focused ‘Watson’ replacing any of the following
timekeepers in your firm in the next 5 to 10 years?”
Overview
1. What Artificial Intelligence is and is not
2. Artificial Intelligence in Legal
3. What does this mean for legal?
Artificial Intelligence – Peak Hype
AKA:
• Cognitive Computing
• Machine Learning
• Expert Systems
Gartner Hype Cycle
https://commons.wikimedia.org/wiki/File:HAL9000.svg
Narrow or Weak Artificial Intelligence
Weak AI
Statistical Symbolic
Requires
scale
Hand
crafted
Translation services
Google Now
Siri/Cortana
Watson
Wolfram|alpha
Models
Natural Language Processing
Machine Learning
“Weak AI - non-sentient computer intelligence or AI that focuses on one narrow task” - Wikipedia
It’s all about the models
Statistical
Regression
• Predict a real-value response (viral
load, weight)
• Gaussian, Gamma, Poisson and
Tweedie
• MSE and R^2
Classification
• Multi-class or Binary classification
• Ranking
• Accuracy and AUC
Clustering
• Unsupervised learning (no training
labels)
• Partition the data/identify clusters
• AIC and BIC
Symbolic
Ontology
http://www.baas.ac.uk/wp-content/uploads/2015/09/640LfMR3.jpg
The evolution of digital information
The evolution of digital information
The evolution of digital information
The evolution of digital information
The evolution of digital information
The evolution of digital information
?
The evolution of digital information
Evolution of digital information management on the web
Yahoo & Altavista Google Synonyms Knowledge Graph ???????
Categories &
Keywords
PageRank
Semantic
Machine
Learning
Ontologies
Linked Data
Natural Language
Processing
Reasoning
Taxonomies
‘98 ‘03 ‘12‘94 Hummingbird‘13
Web 1.0 Web 2.0 Web 3.0 Web 4.0
Ben Gardner
Vocabularies
Artificial Intelligence in Legal
1. Text analytics
2. Expert systems
3. Ross the super intelligent attorney
4. Start-ups
Text analytics
Vocabularies Synonym matching
Entity Extraction Identify “things” rather than “strings”
Natural Language Programing Analysis of the contextual meaning of
text e.g. questions
Machine Learning Document clustering
Identification of clauses
Applying Text Analytics
Due Diligence Document Comparison
• Capacity to compare
documents against a
standard template and red
line across corpus
• Identify deviations form the
norm and apply analysis
• Automatically identify
clusters of documents within
corpus of documents
• Automate the extraction of
data from document content
• Capacity to analysis large
volumes of documents
rather than a subset
Expert Systems
• Classical approach to AI
• Powerful approach to
guiding users through
complex decision making
• Automating triage of
structure content
Applying Expert Systems
View Ross as a smart legal researcher rather than a AI Lawyer, think
competitor with WestlawNext or LexisAdvance
Ross powered by IBM Watson
AI Start-ups
What does this mean for legal?
Innovating Services & Delivering Efficiency
Scenario
1. Perform Due Diligence over a corpus of 100000 contracts
2. Extract contextual information i.e. Borrower, Interest rate, Change of
control clause, etc.
3. Link Borrower to Thompson Reuters companies data to enrich with
profile information
4. Use expert systems to triage/categorise based on extracted & enriched
information and automatically identify action
What else could you do with this?
Text
analytics
Enrich
information
Expert
system
Final thoughts
Is Artificial Intelligence a threat or an opportunity?
• AI is an agent for change
• Is the demand for legal product elastic or inelastic?
• Will this be a Red Queen Race?
Bespoke Standardised Systematized Packaged Commoditized
Innovation
Evolution of legal services - Richard Susskind
Continuous Improvement
Nothing new!
“We recommend that all solicitors
should review their practices and
office procedures to ensure that
they take full advantage of the
efficiency and economy which can
be obtained with the assistance of
modern technology.”
Royal Commission on Legal Services
(aka the Benson Commission) - 1980
Legal Insider - http://www.legaltechnology.com/latest-news/throwback-thursday-first-thing-we-do-lets-computerise-all-the-lawyers-from-1980/
Contact
Ben Gardner
Email: Ben.Gardner@Linklaters.com
LinkedIn: https://www.linkedin.com/in/bengardner135

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What AI is and examples of how it is used in legal

  • 1. What AI is and examples of how it is used in legal Ben Gardner Information Architect Legal Geek – December 2015 Email: Ben.Gardner@Linklaters.com LinkedIn: https://www.linkedin.com/in/bengardner135
  • 2. Why are we talking about AI? 2015 Law Firms in Transition - An Altman Weil Flash Survey “Can you envision a law-focused ‘Watson’ replacing any of the following timekeepers in your firm in the next 5 to 10 years?”
  • 3. Overview 1. What Artificial Intelligence is and is not 2. Artificial Intelligence in Legal 3. What does this mean for legal?
  • 4. Artificial Intelligence – Peak Hype AKA: • Cognitive Computing • Machine Learning • Expert Systems Gartner Hype Cycle
  • 6. Narrow or Weak Artificial Intelligence Weak AI Statistical Symbolic Requires scale Hand crafted Translation services Google Now Siri/Cortana Watson Wolfram|alpha Models Natural Language Processing Machine Learning “Weak AI - non-sentient computer intelligence or AI that focuses on one narrow task” - Wikipedia
  • 7. It’s all about the models Statistical Regression • Predict a real-value response (viral load, weight) • Gaussian, Gamma, Poisson and Tweedie • MSE and R^2 Classification • Multi-class or Binary classification • Ranking • Accuracy and AUC Clustering • Unsupervised learning (no training labels) • Partition the data/identify clusters • AIC and BIC Symbolic Ontology
  • 9. The evolution of digital information
  • 10. The evolution of digital information
  • 11. The evolution of digital information
  • 12. The evolution of digital information
  • 13. The evolution of digital information
  • 14. The evolution of digital information
  • 15. ? The evolution of digital information
  • 16. Evolution of digital information management on the web Yahoo & Altavista Google Synonyms Knowledge Graph ??????? Categories & Keywords PageRank Semantic Machine Learning Ontologies Linked Data Natural Language Processing Reasoning Taxonomies ‘98 ‘03 ‘12‘94 Hummingbird‘13 Web 1.0 Web 2.0 Web 3.0 Web 4.0 Ben Gardner Vocabularies
  • 17. Artificial Intelligence in Legal 1. Text analytics 2. Expert systems 3. Ross the super intelligent attorney 4. Start-ups
  • 18. Text analytics Vocabularies Synonym matching Entity Extraction Identify “things” rather than “strings” Natural Language Programing Analysis of the contextual meaning of text e.g. questions Machine Learning Document clustering Identification of clauses
  • 19. Applying Text Analytics Due Diligence Document Comparison • Capacity to compare documents against a standard template and red line across corpus • Identify deviations form the norm and apply analysis • Automatically identify clusters of documents within corpus of documents • Automate the extraction of data from document content • Capacity to analysis large volumes of documents rather than a subset
  • 20. Expert Systems • Classical approach to AI • Powerful approach to guiding users through complex decision making • Automating triage of structure content
  • 22.
  • 23. View Ross as a smart legal researcher rather than a AI Lawyer, think competitor with WestlawNext or LexisAdvance Ross powered by IBM Watson
  • 25. What does this mean for legal?
  • 26. Innovating Services & Delivering Efficiency Scenario 1. Perform Due Diligence over a corpus of 100000 contracts 2. Extract contextual information i.e. Borrower, Interest rate, Change of control clause, etc. 3. Link Borrower to Thompson Reuters companies data to enrich with profile information 4. Use expert systems to triage/categorise based on extracted & enriched information and automatically identify action What else could you do with this? Text analytics Enrich information Expert system
  • 27. Final thoughts Is Artificial Intelligence a threat or an opportunity? • AI is an agent for change • Is the demand for legal product elastic or inelastic? • Will this be a Red Queen Race? Bespoke Standardised Systematized Packaged Commoditized Innovation Evolution of legal services - Richard Susskind Continuous Improvement
  • 28. Nothing new! “We recommend that all solicitors should review their practices and office procedures to ensure that they take full advantage of the efficiency and economy which can be obtained with the assistance of modern technology.” Royal Commission on Legal Services (aka the Benson Commission) - 1980 Legal Insider - http://www.legaltechnology.com/latest-news/throwback-thursday-first-thing-we-do-lets-computerise-all-the-lawyers-from-1980/
  • 29. Contact Ben Gardner Email: Ben.Gardner@Linklaters.com LinkedIn: https://www.linkedin.com/in/bengardner135

Editor's Notes

  1. Neota Logic & Visrule