2. What was the biggest technological hurdle you had to overcome in the development of Watson? (this_is_not_the_cia)
Accelerating the innovation process – making it easy to combine, weigh evaluate and evolve many different independently developed algorithms that analyze language form different perspectives.
Watson is a leap in computers being able to understand natural language, which will help humans be able to find the answers they need from the vast amounts of information they deal with everyday. Think of Watson as a technology that will enable people to have the exact information they need at their fingertips
3. Can you walk us through the logic Watson would go through to answer a question such as, "The antagonist of Stevenson's Treasure Island." (Who is Long John Silver?) (elmuchoprez)
Step One: Parses sentence to get some logical structure describing the answer
X is the answer.
antagonist(X).
antagonist_of(X, Stevenson's Treasure Island).
modifies_possesive(Stevenson, Treasure Island).
modifies(Treasure, Island)
Step Two: Generates Semantic Assumptions
island(Treasure Island)
location(Treasure Island)
resort(Treasure Island)
book(Treasure Island)
movie(Treasure Island)
person(Stevenson)
organization(Stevenson)
company(Stevenson)
author(Stevenson)
director(Stevenson)
person(antagonist)
person(X)
Step Three: Builds different semantic queries based on phrases, keywords and semantic assumptions.
Step Four: Generates 100s of answers based on passage, documents and facts returned
from 3. Hopefully Long-John Silver is one of them.
Step Five: For each answer formulates new searches to find evidence in support or
refutation of answer -- score the evidence.
Positive Examples:
Long-John Silver the main character in Treasure Island.....
The antagonist in Treasure Island is Long-John Silver
Treasure Island, by Stevenson was a great book.
One of the great antagonists of all time was Long-John Silver
Richard Lewis Stevenson's book, Treasure Island features many great
characters, the greatest of which was Long-John Silver.
Step Six: Generate, get evidence and score new assumptions
Positive Examples: (negative examples would support other characters,
people, books, etc associated with any Stevenson, Treasure or Island)
Stevenson = Richard Lewis Stevenson
"by Stevenson" --> Stevenson's
main character --> antagonist
Step Seven: Combine all the evidence and their scores
Based on analysis of evidence for all possible answer compute a final
confidence and link back to the evidence.
Watson's correctness will depend on evidence collection, analysis and
scoring algorithms and the machine learning used to weight and combine the
scores.