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.
Lerch originally started working on Beat Weaver as a hobby back in 2017. After receiving funding from Germany's Press Start: Games Founding Grant program last year, Lerch was able to focus on Beat Weaver full time. The developer says the protracted development time "allowed me to experiment with audio playback systems and engine architecture to maximize the interactive music experience, as well as making maximum use of the third dimension with the dynamic note highway system."
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Ранее сообщалось, что суд в Ямало-Ненецком автономном округе (ЯНАО) оставил без рассмотрения иск пожизненно осужденного неонациста Алексея Воеводина, который потребовал взыскать почти 90 тысяч рублей со ФСИН России из-за утраченных часов.
Rail passengers at Waterloo East, London, using a variety of ways to avoid talking to each other. Photograph: Windmill Images/AlamyDr Jared Cooney Horvath, a teacher turned cognitive neuroscientist who focuses on speech, has warned that gen Z is the first generation in history to underperform the previous generation on cognitive measures. And Dr Rangan Chatterjee, a bestselling author and father of two teenagers, said in an interview this month: “I think we’re raising a generation of children who have low self-worth, who don’t know how to conduct conversations.”
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