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John Mayer
Executive Director
CALI/www.cali.org
jmayer@cali.org
@johnpmayer
Why You Should Be Skeptical
of Most AI Hype in Legal
Applications
… OR …
Your Job Is Safe From the
Robots - Mostly
www.cali.org
Agenda
•AI is Over-Hyped
•Super quick tutorial
•An A2J Case Study in “ai”
•Is Law a Machine?
Agenda
•AI is Over-Hyped
•Super quick tutorial
•An A2J Case Study in “ai”
•Is Law a Machine?
AI is over-hyped
We won’t have self driving cars in 5 years
Robots will not replace lawyers or judges
…but…
There will be a lot more automated decision-
making
AI is over-hyped
We won’t have self driving cars in 5 years
Robots will not replace lawyers or judges
…but…
There will be a lot more automated decision-
making
v
Definitions of AI
…automated decision-making
Agenda
•AI is Over-Hyped
•Super quick tutorial
•An A2J Case Study in “ai”
•Is Law a Machine?
Definitions of AI
What is AI?augmented intelligence
business intelligence
cognitive analytics/computing
expert systems
knowledge-based systems
intelligent agents
guided interviews
curated experience
chatbots
navigators
What is AI?augmented intelligence
business intelligence
cognitive analytics/computing
expert systems
knowledge-based systems
intelligent agents
guided interviews
curated experience
chatbots
navigators
What is AI?
Rules Turned
Into Code
Patterns
Supervised:
Found By
Humans
Unsupervised:
Found by
Machines
Reinforced:
Found by
Trial & Error
What is AI?
Rules Turned
Into Code
Supervised:
Found By
Humans
Unsupervised:
Found by
Machines
Reinforced:
Found by
Trial & Error
Patterns
Definitions of AI
1. Look at data
2. Find a pattern
3. Apply pattern to NEW data
4. Make decision
Sharpei
or
Croissant?
Chihuahua
or
Blueberry
Muffin?
Bread
or
Corgi Heinie?
Definitions of AI
1. Look at data
2. Find a pattern
3. Apply pattern to NEW data
4. Make decision
DATA
PATTERN
APPLY PATTERN TO
NEW DATA
MAKE A
DECISION
OBVIOUS?
What is AI?
Machine Learning:
- Need LOTS and LOTS of Data
- Good Data is Hard to Find / Create
- Where is the Error?
- Data? Pattern? Decision?
- What is an Error? … Bias ?
What is AI?
Rules Turned
Into Code
Patterns
Supervised:
Found By
Humans
Unsupervised:
Found by
Machines
Reinforced:
Found by
Trial & Error
What is AI?
Rules Turned
Into Code
Patterns
Supervised:
Found By
Humans
Unsupervised:
Found by
Machines
Reinforced:
Found by
Trial & Error
Agenda
•AI is Over-Hyped
•Super quick tutorial
•An A2J Case Study in “ai”
•Is Law a Machine?
Subject Matter
Expert …
Lawyer
Subject Matter
Expert …
Lawyer
The Access to Justice Problem
Yay!
LEGAL AID
^%&#$!!
The Access to Justice Problem
2001
DESIGN
+
LAW
+
TECH
12
Things We Learned
• Poor People Struggle With Legal Language
• Poor People Have Less Education
• Poor People With Legal Problems are Anxious
• Legal process = legal education – People Learn A Little Each
Time
• Don’t waste the user’s time
• Slow == Fast
• Interfaces Matter
Lawyers can “code” without a programmer
Did It Succeed?
Overall A2J Author Utilization
Interviews
5,875,230
Assemblies
3,212,802
1000+ Forms,
Intakes, Calculators,
Legal Processes
Chicago-Kent
Albany Suffolk
U Conn
U Md
U Washington
U Tennessee
CUNY
Hofstra
U Queensland (AUS)
U British Columbia (CAN)
Northern KY U
UNC
Concordia
Columbia
Georgetown
U Richmond
U Miami
Northwestern
Indiana U-McKinney
UMKC
Stetson
http://a2jclinic.classcaster.net/
Agenda
•AI is Over-Hyped
•Super quick tutorial
•An A2J Case Study in “ai”
•Is Law a Machine?
Definitions of AI
1. Look at data
2. Find a pattern
3. Apply pattern to NEW data
4. Make decision
Definitions of AI
1. Look at data
2. Find a pattern
3. Apply pattern to NEW data
4. Make decision
The Jughead Problem
“…the light is better here …”
https://cmns.umd.edu/news-events/features/4470
These six phenomena fall into two categories. In the first category are
linguistic phenomena: paraphrasing (such as saying “leap from a
precipice” instead of “jump from a cliff”), distracting language or
unexpected contexts (such as a reference to a political figure
appearing in a clue about something unrelated to politics). The second
category includes reasoning skills: clues that require logic and
calculation, mental triangulation of elements in a question, or putting
together multiple steps to form a conclusion.
The lawyer’s craft goes beyond what AI can do
because we listen with empathy to clients’ stories,
strategize to find that story that might not be
obvious, thoughtfully use our imagination and
judgment to decide which story will appeal to an
audience, and creatively tell those winning stories.
Diversity and Inclusion
#MeToo
What is Truth?
John Mayer
Executive Director
CALI/www.cali.org
jmayer@cali.org
@johnpmayer
Why You Should Be Skeptical
of Most AI Hype in Legal
Applications
… OR …
Your Job Is Safe From the
Robots - Mostly
https://www.theverge.com/2019/8/14/20805676/engineer-ai-artificial-intelligence-startup-app-development-
outsourcing-humans
https://lawtomated.com/top-10-no-hype-a-i-articles/
https://web.archive.org/web/20190625190051/https://gen.medium.com/the-bs-industrial-complex-of-phony-a-i-
44bf1c0c60f8
https://onezero.medium.com/deepminds-latest-a-i-health-breakthrough-has-some-problems-5cd14e2c77ef
http://www.legalexecutiveinstitute.com/practice-innovations-july-ai/
LINKS
https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3449500
https://www.technologyreview.com/s/614497/military-artificial-intelligence-can-be-easily-and-dangerously-fooled/
https://www.muckrock.com/news/archives/2019/nov/05/predictive-policing-lacks-accuracy-tests/
https://lawtomated.com/top-10-no-hype-a-i-articles/
READ THIS ONE ARTICLE

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AI Septicism - Law Libraries of the Northeast (LLNE) Fall 2020 Meeting

Notes de l'éditeur

  1. Why You Should Be Skeptical of Most AI Hype in Legal Applications or Your Job Is Safe From the Robots - Mostly There has been an awful lot of press on Artificial Intelligence and how robots will replace lawyers, judges and such.  As with any technological hype, there are very interesting things afoot and technology does have a way of changing our lives and work in amazing, horrible and unexpected ways.  In this talk, I will mostly be an "AI Skeptic" and try to explain why computers will not replace legal professionals in the near future.  I will, however, make the case for certain types of AI that are having a substantive impact on how legal services get delivered. 
  2. CALI is a consortium of law schools. The future of law practice is automation of the simple tasks to leave more lawyer time for mindful, empathic practice. All law students should learn about legal process automation, and A2J Author is how we are doing this.
  3. CALI is a consortium of law schools. The future of law practice is automation of the simple tasks to leave more lawyer time for mindful, empathic practice. All law students should learn about legal process automation, and A2J Author is how we are doing this.
  4. https://www.pocket-lint.com/cars/news/ford/147742-self-driving-cars-won-t-come-as-soon-as-first-thought-says-ford-boss
  5. The essential message is that 50% of the poor who are eligible for legal aid AND show up to ask for it are turned away because of lack of lawyers. It’s actually much worse that that. If you look at everyone who cannot afford lawyers – people that don’t show up, people that don’t know they have a legal problem and people of modest means that number is OVER 80%.
  6. The essential message is that 50% of the poor who are eligible for legal aid AND show up to ask for it are turned away because of lack of lawyers. It’s actually much worse that that. If you look at everyone who cannot afford lawyers – people that don’t show up, people that don’t know they have a legal problem and people of modest means that number is OVER 80%.
  7. CALI does computer-assisted instruction, CC licensed ebooks, formative assessment and classroom tools and along with Chicago-Kent College of Law and the Institute of Design, we developed A2J Author way back in 2004
  8. The key and perhaps obvious observation is that poor people have trouble filling out legal forms. As a group, SRLs are less educated, likely that English is their second language, stressed out and … not lawyers. They are in an unfamiliar and hostile place.
  9. More so, when we train legal aid lawyers to create “Guided Interviews” - that’s what we call these – they don’t need a programmer. The sequence of the Guided Interview puts disqualifying questions up front so if people are ineligible or filling out the wrong form, they are exited fast.
  10. More so, when we train legal aid lawyers to create “Guided Interviews” - that’s what we call these – they don’t need a programmer. The sequence of the Guided Interview puts disqualifying questions up front so if people are ineligible or filling out the wrong form, they are exited fast.
  11. More so, when we train legal aid lawyers to create “Guided Interviews” - that’s what we call these – they don’t need a programmer. The sequence of the Guided Interview puts disqualifying questions up front so if people are ineligible or filling out the wrong form, they are exited fast.
  12. CLAUDIA
  13. One example - the New York Family Court uses A2J Author for several dozen different forms. They solicit feedback from users and have received thousands of comments like this. Court staff love this system too.
  14. A2J Author has been taught in 20 different law school courses and we learned a lot from this. Law students are eager to understand how legaltech affects their professional lives into the future.