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+have+been+exhibiting+outstanding+abilities+to+reason+around+cognitive+states%252C+intentions%252C+and+reactions+of+all+people+involved%252C+letting+humans+guide+and+comprehend+day-to-day+social+interactions+effectively.+In+fact%252C+several+multiple-choice+questions+(MCQ)+benchmarks+have+been+proposed+to+construct+solid+assessments+of+the+models%27+abilities.+However%252C+earlier+works+are+demonstrating+the+presence+of+inherent+order+bias+in+It-LLMs%252C+posing+challenges+to+the+appropriate+evaluation.+In+this+paper%252C+we+investigate+It-LLMs%27+resilience+abilities+towards+a+series+of+probing+tests+using+four+MCQ+benchmarks.+Introducing+adversarial+examples%252C+we+show+a+significant+performance+gap%252C+mainly+when+varying+the+order+of+the+choices%252C+which+reveals+a+selection+bias+and+brings+into+discussion+reasoning+abilities.+Following+a+correlation+between+first+positions+and+model+choices+due+to+positional+bias%252C+we+hypothesized+the+presence+of+structural+heuristics+in+the+decision-making+process+of+the+It-LLMs%252C+strengthened+by+including+significant+examples+in+few-shot+scenarios.+Finally%252C+by+using+the+Chain-of-Thought+(CoT)+technique%252C+we+elicit+the+model+to+reason+and+mitigate+the+bias+by+obtaining+more+robust+models.&cdnurl=https%3a%2f%2fth.bing.com%2fth%2fid%2fR.77f4acd79f82755b453a37052bd6100c%3frik%3dvhLYSWD4QaOeeA%26pid%3dImgRaw%26r%3d0&exph=630&expw=1200&q=Hans+Nalgorithm&FORM=IRPRST&ck=6A11A6EFC840F0D8E90EDC951B8E271C&selectedIndex=13&itb=0)
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