作为深耕科研领域15年的观察者，我实测了市面上8款主流AI学术工具，试图在噪音中寻找真正的信号。结论可能有些反直觉：绝大多数通用大模型在科研场景下是不合格的，而真正的红榜赢家，往往赢在底层的“数据护城河”上。

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