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An important direction for future research is understanding why default language models exhibit this confirmatory sampling behavior. Several mechanisms may contribute. First, instruction-following: when users state hypotheses in an interactive task, models may interpret requests for help as requests for verification, favoring supporting examples. Second, RLHF training: models learn that agreeing with users yields higher ratings, creating systematic bias toward confirmation [sharma_towards_2025]. Third, coherence pressure: language models trained to generate probable continuations may favor examples that maintain narrative consistency with the user’s stated belief. Fourth, recent work suggests that user opinions may trigger structural changes in how models process information, where stated beliefs override learned knowledge in deeper network layers [wang_when_2025]. These mechanisms may operate simultaneously, and distinguishing between them would help inform interventions to reduce sycophancy without sacrificing helpfulness.
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Ранее Армия обороны Израиля (ЦАХАЛ) заявила, что нанесла удары по нескольким правительственным зданиям в Тегеране, в частности, была совершена атака на резиденцию президента Ирана Масуда Пезешкиана. Отмечается, что израильская армия атаковала комплекс зданий иранского руководства в ночь на вторник, 3 марта.
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The economic fallout is already being felt globally. Gas prices across the U.S. jumped $0.11 overnight on Tuesday. While Trump insisted Tuesday oil prices would eventually drop “lower than even before,” the immediate reality is one of mounting uncertainty and geopolitical friction. Allies including Spain and the U.K. refused to participate in the initial strikes, with Spain’s President Pedro Sánchez declaring the war a violation of international law, prompting Trump to respond by threatening to cut off trade with the country.。业内人士推荐币安_币安注册_币安下载作为进阶阅读