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+have+recently+shown+a+promise+and+emergence+of+Theory+of+Mind+(ToM)+ability+and+even+outperform+humans+in+certain+ToM+tasks.+To+evaluate+and+extend+the+boundaries+of+the+ToM+reasoning+ability+of+LLMs%252C+we+propose+a+novel+concept%252C+taxonomy%252C+and+framework%252C+the+ToM+reasoning+with+Zero%252C+Finite%252C+and+Infinite+Belief+History+and+develop+a+multi-round+text-based+game%252C+called+%2524textit%7bPick+the+Right+Stuff%7d%2524%252C+as+a+benchmark.+We+have+evaluated+six+LLMs+with+this+game+and+found+their+performance+on+Zero+Belief+History+is+consistently+better+than+on+Finite+Belief+History.+In+addition%252C+we+have+found+two+of+the+models+with+small+parameter+sizes+outperform+all+the+evaluated+models+with+large+parameter+sizes.+We+expect+this+work+to+pave+the+way+for+future+ToM+benchmark+development+and+also+for+the+promotion+and+development+of+more+complex+AI+agents+or+systems+which+are+required+to+be+equipped+with+more+complex+ToM+reasoning+ability.&cdnurl=https%3a%2f%2fth.bing.com%2fth%2fid%2fR.cb245ed07617310b2b61817dbc8350ea%3frik%3dV%252bTEwkZqVwD3Zw%26pid%3dImgRaw%26r%3d0&exph=630&expw=1200&q=Behavior+Infinite+Form&FORM=IRPRST&ck=46E9898D5A1C8A8BB28C747CF2E44805&selectedIndex=24&itb=0)
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