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Statistical Model forAiTextDetection
%252C+we+introduce+a+method+for+language+model+driven+automated+statistical+model+discovery.+We+cast+our+automated+procedure+within+the+principled+framework+of+Box%27s+Loop%3a+the+LM+iterates+between+proposing+statistical+models+represented+as+probabilistic+programs%252C+acting+as+a+modeler%252C+and+critiquing+those+models%252C+acting+as+a+domain+expert.+By+leveraging+LMs%252C+we+do+not+have+to+define+a+domain-specific+language+of+models+or+design+a+handcrafted+search+procedure%252C+which+are+key+restrictions+of+previous+systems.+We+evaluate+our+method+in+three+settings+in+probabilistic+modeling%3a+searching+within+a+restricted+space+of+models%252C+searching+over+an+open-ended+space%252C+and+improving+expert+models+under+natural+language+constraints+(e.g.%252C+this+model+should+be+interpretable+to+an+ecologist).+Our+method+identifies+models+on+par+with+human+expert+designed+models+and+extends+classic+models+in+interpretable+ways.+Our+results+highlight+the+promise+of+LM-driven+model+discovery.&cdnurl=https%3a%2f%2fth.bing.com%2fth%2fid%2fR.7cca23d06c76e03633ea0618d6006ad9%3frik%3dsUldeeRkizC6uA%26pid%3dImgRaw%26r%3d0&exph=630&expw=1200&q=Statistical+Model+for+Ai+Text+Detection&FORM=IRPRST&ck=48F2EC1E1D6412F5D57466728EF62844&selectedIndex=14&itb=0)
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