IBM Watson
IBM Watson is a computer system capable of answering questions posed in natural language.[1] It was developed as a part of IBM's DeepQA project by a research team, led by principal investigator David Ferrucci.[2] Watson was named after IBM's founder and first CEO, industrialist Thomas J. Watson.[3][4]
This article is about IBM's QA machine revealed in 2011. For generative AI tool released in 2023, see IBM Watsonx.
The computer system was initially developed to answer questions on the popular quiz show Jeopardy![5] and in 2011, the Watson computer system competed on Jeopardy! against champions Brad Rutter and Ken Jennings,[3][6] winning the first-place prize of 1 million USD.[7]
In February 2013, IBM announced that Watson's first commercial application would be for utilization management decisions in lung cancer treatment, at Memorial Sloan Kettering Cancer Center, New York City, in conjunction with WellPoint (now Elevance Health).[8]
History[edit]
Development[edit]
Since Deep Blue's victory over Garry Kasparov in chess in 1997, IBM had been on the hunt for a new challenge. In 2004, IBM Research manager Charles Lickel, over dinner with coworkers, noticed that the restaurant they were in had fallen silent. He soon discovered the cause of this evening's hiatus: Ken Jennings, who was then in the middle of his successful 74-game run on Jeopardy!. Nearly the entire restaurant had piled toward the televisions, mid-meal, to watch Jeopardy!. Intrigued by the quiz show as a possible challenge for IBM, Lickel passed the idea on, and in 2005, IBM Research executive Paul Horn supported Lickel, pushing for someone in his department to take up the challenge of playing Jeopardy! with an IBM system. Though he initially had trouble finding any research staff willing to take on what looked to be a much more complex challenge than the wordless game of chess, eventually David Ferrucci took him up on the offer.[30] In competitions managed by the United States government, Watson's predecessor, a system named Piquant, was usually able to respond correctly to only about 35% of clues and often required several minutes to respond.[31][32][33] To compete successfully on Jeopardy!, Watson would need to respond in no more than a few seconds, and at that time, the problems posed by the game show were deemed to be impossible to solve.[19]
In initial tests run during 2006 by David Ferrucci, the senior manager of IBM's Semantic Analysis and Integration department, Watson was given 500 clues from past Jeopardy! programs. While the best real-life competitors buzzed in half the time and responded correctly to as many as 95% of clues, Watson's first pass could get only about 15% correct. During 2007, the IBM team was given three to five years and a staff of 15 people to solve the problems.[19] John E. Kelly III succeeded Paul Horn as head of IBM Research in 2007.[34] InformationWeek described Kelly as "the father of Watson" and credited him for encouraging the system to compete against humans on Jeopardy!.[35] By 2008, the developers had advanced Watson such that it could compete with Jeopardy! champions.[19] By February 2010, Watson could beat human Jeopardy! contestants on a regular basis.[36]
During the game, Watson had access to 200 million pages of structured and unstructured content consuming four terabytes of disk storage[11] including the full text of the 2011 edition of Wikipedia,[37] but was not connected to the Internet.[38][19] For each clue, Watson's three most probable responses were displayed on the television screen. Watson consistently outperformed its human opponents on the game's signaling device, but had trouble in a few categories, notably those having short clues containing only a few words.
Although the system is primarily an IBM effort, Watson's development involved faculty and graduate students from Rensselaer Polytechnic Institute, Carnegie Mellon University, University of Massachusetts Amherst, the University of Southern California's Information Sciences Institute, the University of Texas at Austin, the Massachusetts Institute of Technology, and the University of Trento,[9] as well as students from New York Medical College.[39] Among the team of IBM programmers who worked on Watson was 2001 Who Wants to Be a Millionaire? top prize winner Ed Toutant, who himself had appeared on Jeopardy! in 1989 (winning one game).[40]