优必选虽然年营收超过13亿元，但研发投入和运营成本居高不下，财报显示，2025年上半年其研发费用高达2.18亿元，占营收比重35.1%，同期净亏损4.39亿元。智元、宇树等独角兽虽然估值飙升，但规模化量产的成本压力和售后体系的建设投入巨大，商业化也还处在早期。
There are limitations to this study. The 2-4-6 task is abstract and carries low stakes. It remains to be seen whether the same mechanism is in play when users are discussing deep-seated beliefs in political or social domains. On the one hand, priors are stronger and perhaps harder to shift. On the other hand, it is possible that the effect is even stronger in those domains, where models are heavily fine-tuned to avoid offense. Additionally, the users’ intent matters. In creative domains, matching the user’s prior is often the correct behavior. But for the wide range of tasks between pure creativity and pure fact-finding (e.g., when seeking a second opinion or checking a social norm) sycophancy may undermine the user’s goal by denying them the independent perspective they are after.
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This just so happens to create the plausible deniability that makes it impossible to say what's a citation, what's a hallucination, and what, if anything, could be considered novel or creative. This is what keeps those shadow libraries illegal, but ChatGPT "legal".
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