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Steven Pinker -- How the Mind Works - Hampshire High Italian ...

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Thinking Machines 71triggered to do something, exactly as a gumball machine responds to <strong>the</strong>shape and weight of a coin by releasing a gumball.The example to come is an attempt to demystify computation, to getyou to see how <strong>the</strong> trick is done. To hammer home my explanation of <strong>the</strong>trick—that symbols both stand for some concept and mechanicallycause things to happen—I will step through <strong>the</strong> activity of our productionsystem and describe everything twice: conceptually, in terms of <strong>the</strong>content of <strong>the</strong> problem and <strong>the</strong> logic that solves it, and mechanically, interms of <strong>the</strong> brute sensing and marking motions of <strong>the</strong> system. The systemis intelligent because <strong>the</strong> two correspond exactly, idea-for-mark, logical-step-for-motion.Let's call <strong>the</strong> portion of <strong>the</strong> system's memory that holds inscriptionsabout family relationships <strong>the</strong> Long-Term Memory. Let's identify ano<strong>the</strong>rpart as <strong>the</strong> Short-Term Memory, a scratchpad for <strong>the</strong> calculations. A part of<strong>the</strong> Short-Term Memory is an area for goals; it contains a list of questionsthat <strong>the</strong> system will "try" to answer. The system wants to know whe<strong>the</strong>rGordie is its biological uncle. To begin with, <strong>the</strong> memory looks like this:Lono-Term Memory Short-Term Memory GoalAbel parent-of MeAbel is-maleBella parent-of MeBella is-femaleClaudia sibling-of MeClaudia is-femaleDuddie sibling-of MeDuddie is-maleEdgar sibling-of AbelEdgar is-maleFanny sibling-of AbelFanny is-femaleGordie sibling-of BellaGordie is-maleGordie uncle-of Me?Conceptually speaking, our goal is to find <strong>the</strong> answer to a question; <strong>the</strong>answer is affirmative if <strong>the</strong> fact it asks about is true. Mechanically speaking,<strong>the</strong> system must determine whe<strong>the</strong>r a string of marks in <strong>the</strong> Goal columnfollowed by a question mark (?) has a counterpart with an identicalstring of marks somewhere in memory. One of <strong>the</strong> demons is designed to

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