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	<title>Comments on: Jeopardy-Playing Computer Tromps Human Players in Practice Round</title>
	<atom:link href="http://blogs.discovermagazine.com/80beats/2011/01/13/ibms-jeopardy-playing-computer-tromps-human-players-in-practice-round/feed/" rel="self" type="application/rss+xml" />
	<link>http://blogs.discovermagazine.com/80beats/2011/01/13/ibms-jeopardy-playing-computer-tromps-human-players-in-practice-round/</link>
	<description>80beats is DISCOVER&#039;s news aggregator, weaving together the choicest tidbits from the best articles covering the day&#039;s most compelling topics.</description>
	<lastBuildDate>Wed, 23 May 2012 14:57:30 +0000</lastBuildDate>
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		<title>By: Stanley D.</title>
		<link>http://blogs.discovermagazine.com/80beats/2011/01/13/ibms-jeopardy-playing-computer-tromps-human-players-in-practice-round/comment-page-1/#comment-644077</link>
		<dc:creator>Stanley D.</dc:creator>
		<pubDate>Fri, 18 Feb 2011 16:04:37 +0000</pubDate>
		<guid isPermaLink="false">http://blogs.discovermagazine.com/80beats/?p=24881#comment-644077</guid>
		<description>Did Watson have a switch that he had ot flip before he answered?</description>
		<content:encoded><![CDATA[<p>Did Watson have a switch that he had ot flip before he answered?</p>
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		<title>By: Retlaw</title>
		<link>http://blogs.discovermagazine.com/80beats/2011/01/13/ibms-jeopardy-playing-computer-tromps-human-players-in-practice-round/comment-page-1/#comment-590568</link>
		<dc:creator>Retlaw</dc:creator>
		<pubDate>Sun, 16 Jan 2011 06:29:14 +0000</pubDate>
		<guid isPermaLink="false">http://blogs.discovermagazine.com/80beats/?p=24881#comment-590568</guid>
		<description>Correct me if I&#039;m wrong, but won&#039;t the humans be fighting to split up the points that can be accumulated against the machine? If Blue Boy get 35% of the points available....he wins if one of the humans can not defeat the other. Bit of a skewed contest....how about trying it one on one?</description>
		<content:encoded><![CDATA[<p>Correct me if I&#8217;m wrong, but won&#8217;t the humans be fighting to split up the points that can be accumulated against the machine? If Blue Boy get 35% of the points available&#8230;.he wins if one of the humans can not defeat the other. Bit of a skewed contest&#8230;.how about trying it one on one?</p>
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		<title>By: Brian Too</title>
		<link>http://blogs.discovermagazine.com/80beats/2011/01/13/ibms-jeopardy-playing-computer-tromps-human-players-in-practice-round/comment-page-1/#comment-589257</link>
		<dc:creator>Brian Too</dc:creator>
		<pubDate>Sat, 15 Jan 2011 00:00:52 +0000</pubDate>
		<guid isPermaLink="false">http://blogs.discovermagazine.com/80beats/?p=24881#comment-589257</guid>
		<description>This is really quite impressive.  Parsing normal human speech and phrasing has been very difficult for computers.  They struggle with ambiguity, missing information, probabilistic assignments to meaning/intent, and so forth.  Even with textual input that only helps with the actual speech to text component.

Also, coordinating the knowledge contained in Watson&#039;s databases must be a challenge.  Merely having the data does not mean that it is easily accessible or usable.</description>
		<content:encoded><![CDATA[<p>This is really quite impressive.  Parsing normal human speech and phrasing has been very difficult for computers.  They struggle with ambiguity, missing information, probabilistic assignments to meaning/intent, and so forth.  Even with textual input that only helps with the actual speech to text component.</p>
<p>Also, coordinating the knowledge contained in Watson&#8217;s databases must be a challenge.  Merely having the data does not mean that it is easily accessible or usable.</p>
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		<title>By: moioci</title>
		<link>http://blogs.discovermagazine.com/80beats/2011/01/13/ibms-jeopardy-playing-computer-tromps-human-players-in-practice-round/comment-page-1/#comment-588988</link>
		<dc:creator>moioci</dc:creator>
		<pubDate>Fri, 14 Jan 2011 20:01:21 +0000</pubDate>
		<guid isPermaLink="false">http://blogs.discovermagazine.com/80beats/?p=24881#comment-588988</guid>
		<description>@Nibra -- &quot;always never&quot; would be an oxymoron (no hyphen). &quot;Almost never&quot; is perfectly expressive and not in any way a terrible statement.</description>
		<content:encoded><![CDATA[<p>@Nibra &#8212; &#8220;always never&#8221; would be an oxymoron (no hyphen). &#8220;Almost never&#8221; is perfectly expressive and not in any way a terrible statement.</p>
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		<title>By: Nibra</title>
		<link>http://blogs.discovermagazine.com/80beats/2011/01/13/ibms-jeopardy-playing-computer-tromps-human-players-in-practice-round/comment-page-1/#comment-588633</link>
		<dc:creator>Nibra</dc:creator>
		<pubDate>Fri, 14 Jan 2011 16:41:27 +0000</pubDate>
		<guid isPermaLink="false">http://blogs.discovermagazine.com/80beats/?p=24881#comment-588633</guid>
		<description>&quot; ....almost never wrong. &quot; What a terrible statement. Why not say it got  one or two wrong. Almost never, oxy-moron.</description>
		<content:encoded><![CDATA[<p>&#8221; &#8230;.almost never wrong. &#8221; What a terrible statement. Why not say it got  one or two wrong. Almost never, oxy-moron.</p>
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		<title>By: davidinark</title>
		<link>http://blogs.discovermagazine.com/80beats/2011/01/13/ibms-jeopardy-playing-computer-tromps-human-players-in-practice-round/comment-page-1/#comment-588586</link>
		<dc:creator>davidinark</dc:creator>
		<pubDate>Fri, 14 Jan 2011 15:29:05 +0000</pubDate>
		<guid isPermaLink="false">http://blogs.discovermagazine.com/80beats/?p=24881#comment-588586</guid>
		<description>&quot;42&quot; could also be &quot;What uniform number belonged to Jackie Robinson?&quot; - Again, context would be key.  Then again, there are many questions for which the answer would be &quot;42.&quot;  Though, for any true, ultimate answer, the one supplied (Life, the Universe...) would have to be accepted regardless of the category given...</description>
		<content:encoded><![CDATA[<p>&#8220;42&#8243; could also be &#8220;What uniform number belonged to Jackie Robinson?&#8221; &#8211; Again, context would be key.  Then again, there are many questions for which the answer would be &#8220;42.&#8221;  Though, for any true, ultimate answer, the one supplied (Life, the Universe&#8230;) would have to be accepted regardless of the category given&#8230;</p>
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		<title>By: Bob</title>
		<link>http://blogs.discovermagazine.com/80beats/2011/01/13/ibms-jeopardy-playing-computer-tromps-human-players-in-practice-round/comment-page-1/#comment-588476</link>
		<dc:creator>Bob</dc:creator>
		<pubDate>Fri, 14 Jan 2011 12:50:48 +0000</pubDate>
		<guid isPermaLink="false">http://blogs.discovermagazine.com/80beats/?p=24881#comment-588476</guid>
		<description>@Johan:   What is the answer to Life, the Universe and Everything from the book The Hitchhiker&#039;s Guide to the Galaxy?

(It&#039;s a very easy question to answer outside the universe of those books.)</description>
		<content:encoded><![CDATA[<p>@Johan:   What is the answer to Life, the Universe and Everything from the book The Hitchhiker&#8217;s Guide to the Galaxy?</p>
<p>(It&#8217;s a very easy question to answer outside the universe of those books.)</p>
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		<title>By: Johan</title>
		<link>http://blogs.discovermagazine.com/80beats/2011/01/13/ibms-jeopardy-playing-computer-tromps-human-players-in-practice-round/comment-page-1/#comment-588178</link>
		<dc:creator>Johan</dc:creator>
		<pubDate>Fri, 14 Jan 2011 08:33:38 +0000</pubDate>
		<guid isPermaLink="false">http://blogs.discovermagazine.com/80beats/?p=24881#comment-588178</guid>
		<description>I wonder what Watson will formulate as a question to the answer &#039;42&#039;.</description>
		<content:encoded><![CDATA[<p>I wonder what Watson will formulate as a question to the answer &#8217;42&#8242;.</p>
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		<title>By: Fred</title>
		<link>http://blogs.discovermagazine.com/80beats/2011/01/13/ibms-jeopardy-playing-computer-tromps-human-players-in-practice-round/comment-page-1/#comment-588140</link>
		<dc:creator>Fred</dc:creator>
		<pubDate>Fri, 14 Jan 2011 07:48:08 +0000</pubDate>
		<guid isPermaLink="false">http://blogs.discovermagazine.com/80beats/?p=24881#comment-588140</guid>
		<description>@John Each of those 2,880 processors is not the equivalent of a human brain. Indeed, the human brain is not &#039;single&#039; in the same sense each of those processors is. There is parallel processing that occurs in the neural system.</description>
		<content:encoded><![CDATA[<p>@John Each of those 2,880 processors is not the equivalent of a human brain. Indeed, the human brain is not &#8216;single&#8217; in the same sense each of those processors is. There is parallel processing that occurs in the neural system.</p>
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		<title>By: Nicholas</title>
		<link>http://blogs.discovermagazine.com/80beats/2011/01/13/ibms-jeopardy-playing-computer-tromps-human-players-in-practice-round/comment-page-1/#comment-588103</link>
		<dc:creator>Nicholas</dc:creator>
		<pubDate>Fri, 14 Jan 2011 07:19:59 +0000</pubDate>
		<guid isPermaLink="false">http://blogs.discovermagazine.com/80beats/?p=24881#comment-588103</guid>
		<description>I don&#039;t think the computer just does searching and answering things.Each answer from the computer depends on context analysis, so it makes a great step for artificial intelligence</description>
		<content:encoded><![CDATA[<p>I don&#8217;t think the computer just does searching and answering things.Each answer from the computer depends on context analysis, so it makes a great step for artificial intelligence</p>
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		<title>By: John</title>
		<link>http://blogs.discovermagazine.com/80beats/2011/01/13/ibms-jeopardy-playing-computer-tromps-human-players-in-practice-round/comment-page-1/#comment-587937</link>
		<dc:creator>John</dc:creator>
		<pubDate>Fri, 14 Jan 2011 04:38:11 +0000</pubDate>
		<guid isPermaLink="false">http://blogs.discovermagazine.com/80beats/?p=24881#comment-587937</guid>
		<description>The computer is basically just doing a fast lookup from the 10 million books and such entered into its memory.  Also, Watson utilizes 2,880 &quot;brains&quot; or processors, while each human player uses 1.  Not to mention each human player is mobile and doesn&#039;t take up the space of 12 refrigerators.  </description>
		<content:encoded><![CDATA[<p>The computer is basically just doing a fast lookup from the 10 million books and such entered into its memory.  Also, Watson utilizes 2,880 &#8220;brains&#8221; or processors, while each human player uses 1.  Not to mention each human player is mobile and doesn&#8217;t take up the space of 12 refrigerators.</p>
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		<title>By: nick</title>
		<link>http://blogs.discovermagazine.com/80beats/2011/01/13/ibms-jeopardy-playing-computer-tromps-human-players-in-practice-round/comment-page-1/#comment-587927</link>
		<dc:creator>nick</dc:creator>
		<pubDate>Fri, 14 Jan 2011 04:29:27 +0000</pubDate>
		<guid isPermaLink="false">http://blogs.discovermagazine.com/80beats/?p=24881#comment-587927</guid>
		<description>@TerryCloth: Yes, in the form of questions. And for your second question, there is probably 3 years worth of artificial intelligence research required to explain it. :D

I&#039;m disappointed you didn&#039;t have a picture of the whole Watson monolith - except for the display it&#039;s a dead ringer for the monolith from 2001.... </description>
		<content:encoded><![CDATA[<p>@TerryCloth: Yes, in the form of questions. And for your second question, there is probably 3 years worth of artificial intelligence research required to explain it. :D</p>
<p>I&#8217;m disappointed you didn&#8217;t have a picture of the whole Watson monolith &#8211; except for the display it&#8217;s a dead ringer for the monolith from 2001&#8230;.</p>
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		<title>By: Mark</title>
		<link>http://blogs.discovermagazine.com/80beats/2011/01/13/ibms-jeopardy-playing-computer-tromps-human-players-in-practice-round/comment-page-1/#comment-587902</link>
		<dc:creator>Mark</dc:creator>
		<pubDate>Fri, 14 Jan 2011 03:50:27 +0000</pubDate>
		<guid isPermaLink="false">http://blogs.discovermagazine.com/80beats/?p=24881#comment-587902</guid>
		<description>Watson&#039;s real advantage is that it actually knows the clue before the human competitors do.  Although Watson might only receive any actual clue at the same time as the other competitors, the human beings have to take a moment to actually read it -- Watson can spend this time cognizing what the question means and cross referencing its database for possible answers before the human players even finish knowing what the question actually was, which can give it a significant advantage.  My guess is that Watson performs much better against humans when the clues are more verbose and thus take more time for the human players to finish reading.</description>
		<content:encoded><![CDATA[<p>Watson&#8217;s real advantage is that it actually knows the clue before the human competitors do.  Although Watson might only receive any actual clue at the same time as the other competitors, the human beings have to take a moment to actually read it &#8212; Watson can spend this time cognizing what the question means and cross referencing its database for possible answers before the human players even finish knowing what the question actually was, which can give it a significant advantage.  My guess is that Watson performs much better against humans when the clues are more verbose and thus take more time for the human players to finish reading.</p>
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		<title>By: Terry Cloth</title>
		<link>http://blogs.discovermagazine.com/80beats/2011/01/13/ibms-jeopardy-playing-computer-tromps-human-players-in-practice-round/comment-page-1/#comment-587733</link>
		<dc:creator>Terry Cloth</dc:creator>
		<pubDate>Fri, 14 Jan 2011 01:17:15 +0000</pubDate>
		<guid isPermaLink="false">http://blogs.discovermagazine.com/80beats/?p=24881#comment-587733</guid>
		<description>So, does Watson put the responses in the form of questions?  How does it handle who is/what is choice?</description>
		<content:encoded><![CDATA[<p>So, does Watson put the responses in the form of questions?  How does it handle who is/what is choice?</p>
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		<title>By: walla</title>
		<link>http://blogs.discovermagazine.com/80beats/2011/01/13/ibms-jeopardy-playing-computer-tromps-human-players-in-practice-round/comment-page-1/#comment-587601</link>
		<dc:creator>walla</dc:creator>
		<pubDate>Thu, 13 Jan 2011 22:46:21 +0000</pubDate>
		<guid isPermaLink="false">http://blogs.discovermagazine.com/80beats/?p=24881#comment-587601</guid>
		<description>I for one welcome our new elementary overlord</description>
		<content:encoded><![CDATA[<p>I for one welcome our new elementary overlord</p>
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		<title>By: Brad Q</title>
		<link>http://blogs.discovermagazine.com/80beats/2011/01/13/ibms-jeopardy-playing-computer-tromps-human-players-in-practice-round/comment-page-1/#comment-587415</link>
		<dc:creator>Brad Q</dc:creator>
		<pubDate>Thu, 13 Jan 2011 20:57:06 +0000</pubDate>
		<guid isPermaLink="false">http://blogs.discovermagazine.com/80beats/?p=24881#comment-587415</guid>
		<description>In college I went to a talk by a 5-time Champion (the limit at the time), and he specifically mentioned the buzzer timing.  There is a guy sitting off stage that enables the buzzers once Alex finishes reading the question, the contestants can literally see him flip the switch.  He said he always used the first few low-dollar questions to practice his timing while watching the guy enable the buzzers.</description>
		<content:encoded><![CDATA[<p>In college I went to a talk by a 5-time Champion (the limit at the time), and he specifically mentioned the buzzer timing.  There is a guy sitting off stage that enables the buzzers once Alex finishes reading the question, the contestants can literally see him flip the switch.  He said he always used the first few low-dollar questions to practice his timing while watching the guy enable the buzzers.</p>
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		<title>By: Cmdr. Awesome</title>
		<link>http://blogs.discovermagazine.com/80beats/2011/01/13/ibms-jeopardy-playing-computer-tromps-human-players-in-practice-round/comment-page-1/#comment-587379</link>
		<dc:creator>Cmdr. Awesome</dc:creator>
		<pubDate>Thu, 13 Jan 2011 20:33:14 +0000</pubDate>
		<guid isPermaLink="false">http://blogs.discovermagazine.com/80beats/?p=24881#comment-587379</guid>
		<description>&#039;As for Watson’s state of mind, Ferrucci puts it this way: “Watson does not have emotion, but Waston knows that humans have emotion.”&#039;

This is a genuinely creepy thing to hear.</description>
		<content:encoded><![CDATA[<p>&#8216;As for Watson’s state of mind, Ferrucci puts it this way: “Watson does not have emotion, but Waston knows that humans have emotion.”&#8217;</p>
<p>This is a genuinely creepy thing to hear.</p>
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		<title>By: aaron b</title>
		<link>http://blogs.discovermagazine.com/80beats/2011/01/13/ibms-jeopardy-playing-computer-tromps-human-players-in-practice-round/comment-page-1/#comment-587369</link>
		<dc:creator>aaron b</dc:creator>
		<pubDate>Thu, 13 Jan 2011 20:26:33 +0000</pubDate>
		<guid isPermaLink="false">http://blogs.discovermagazine.com/80beats/?p=24881#comment-587369</guid>
		<description>Eddie! I&#039;m always surprised he&#039;s not mentioned in the same breath as Ken Jennings. It seemed that Eddie could have been a champ for a long, long time, but that was before the rule change.

I&#039;m excited to see this episode- best believe I&#039;ll be tuned in in February!</description>
		<content:encoded><![CDATA[<p>Eddie! I&#8217;m always surprised he&#8217;s not mentioned in the same breath as Ken Jennings. It seemed that Eddie could have been a champ for a long, long time, but that was before the rule change.</p>
<p>I&#8217;m excited to see this episode- best believe I&#8217;ll be tuned in in February!</p>
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		<title>By: Matt T</title>
		<link>http://blogs.discovermagazine.com/80beats/2011/01/13/ibms-jeopardy-playing-computer-tromps-human-players-in-practice-round/comment-page-1/#comment-587362</link>
		<dc:creator>Matt T</dc:creator>
		<pubDate>Thu, 13 Jan 2011 20:18:44 +0000</pubDate>
		<guid isPermaLink="false">http://blogs.discovermagazine.com/80beats/?p=24881#comment-587362</guid>
		<description>So, if Watson had to do spoken text only, would you blindfold Ken and Brad so they couldn&#039;t read either?

Conversely (contra-positively?), are deaf people not allowed to be on Jeopardy!? Because they can&#039;t hear the spoken question. I know there was a blind champion a while back...</description>
		<content:encoded><![CDATA[<p>So, if Watson had to do spoken text only, would you blindfold Ken and Brad so they couldn&#8217;t read either?</p>
<p>Conversely (contra-positively?), are deaf people not allowed to be on Jeopardy!? Because they can&#8217;t hear the spoken question. I know there was a blind champion a while back&#8230;</p>
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		<title>By: Andrew Moseman</title>
		<link>http://blogs.discovermagazine.com/80beats/2011/01/13/ibms-jeopardy-playing-computer-tromps-human-players-in-practice-round/comment-page-1/#comment-587354</link>
		<dc:creator>Andrew Moseman</dc:creator>
		<pubDate>Thu, 13 Jan 2011 20:15:07 +0000</pubDate>
		<guid isPermaLink="false">http://blogs.discovermagazine.com/80beats/?p=24881#comment-587354</guid>
		<description>@Bill Excellent point; they say people watching at home often drastically underestimate how important buzzer timing is to winning the game.</description>
		<content:encoded><![CDATA[<p>@Bill Excellent point; they say people watching at home often drastically underestimate how important buzzer timing is to winning the game.</p>
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		<title>By: Not Alex Trebek</title>
		<link>http://blogs.discovermagazine.com/80beats/2011/01/13/ibms-jeopardy-playing-computer-tromps-human-players-in-practice-round/comment-page-1/#comment-587352</link>
		<dc:creator>Not Alex Trebek</dc:creator>
		<pubDate>Thu, 13 Jan 2011 20:13:49 +0000</pubDate>
		<guid isPermaLink="false">http://blogs.discovermagazine.com/80beats/?p=24881#comment-587352</guid>
		<description>@ Dr. Kenneth 

One of the rules of Jeopardy is that contestants cannot buzz in until the host has finished reading the entire question.  I do think it&#039;s an unfair contest in that the computer is getting the clues in text only.  The computer should be required to act on the spoken question.</description>
		<content:encoded><![CDATA[<p>@ Dr. Kenneth </p>
<p>One of the rules of Jeopardy is that contestants cannot buzz in until the host has finished reading the entire question.  I do think it&#8217;s an unfair contest in that the computer is getting the clues in text only.  The computer should be required to act on the spoken question.</p>
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		<title>By: Bill</title>
		<link>http://blogs.discovermagazine.com/80beats/2011/01/13/ibms-jeopardy-playing-computer-tromps-human-players-in-practice-round/comment-page-1/#comment-587350</link>
		<dc:creator>Bill</dc:creator>
		<pubDate>Thu, 13 Jan 2011 20:13:26 +0000</pubDate>
		<guid isPermaLink="false">http://blogs.discovermagazine.com/80beats/?p=24881#comment-587350</guid>
		<description>Unless they changed the Jeopardy rule, the players are not allowed to buzz until the question was completely read by the moderator. I remember reading (when Ken Jennings was ruling the stage) that one advantage Jennings had was experience (from having played so many days in a row) with the timing system for the buzzer. On most questions, contestants who figure out the answer will have done so before the question was completely read. So having a feel for when the buzzing window opens can give the player an edge.</description>
		<content:encoded><![CDATA[<p>Unless they changed the Jeopardy rule, the players are not allowed to buzz until the question was completely read by the moderator. I remember reading (when Ken Jennings was ruling the stage) that one advantage Jennings had was experience (from having played so many days in a row) with the timing system for the buzzer. On most questions, contestants who figure out the answer will have done so before the question was completely read. So having a feel for when the buzzing window opens can give the player an edge.</p>
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		<title>By: Dr. Kenneth Noisewater</title>
		<link>http://blogs.discovermagazine.com/80beats/2011/01/13/ibms-jeopardy-playing-computer-tromps-human-players-in-practice-round/comment-page-1/#comment-587320</link>
		<dc:creator>Dr. Kenneth Noisewater</dc:creator>
		<pubDate>Thu, 13 Jan 2011 19:44:13 +0000</pubDate>
		<guid isPermaLink="false">http://blogs.discovermagazine.com/80beats/?p=24881#comment-587320</guid>
		<description>I&#039;m surprised they don&#039;t require the computer to take voice input from the host reading the question, one of the advantages a human may have would be to answer questions before they&#039;ve been fully spoken..</description>
		<content:encoded><![CDATA[<p>I&#8217;m surprised they don&#8217;t require the computer to take voice input from the host reading the question, one of the advantages a human may have would be to answer questions before they&#8217;ve been fully spoken..</p>
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