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Apple explores new technique to make AI better match users’ writing styles


Models like ChatGPT or Gemini rarely nail a user’s individual tone or voice without plenty of manual tweaking. Apple is proposing a solution.

As more users start relying on AI for writing tasks like email drafts and document summaries, one common frustration remains: the output often sounds way too generic. The central idea behind PROSE ( P reference R easoning by O bserving and S ynthesizing E xamples) is to move beyond today’s typical alignment techniques, like prompt engineering or reinforcement learning from human feedback. In the study, Apple also introduces a new benchmark dataset called PLUME ( P reference L earning from U ser E mails and Me mos) for evaluating writing-style alignment techniques like PROSE.

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