五年时间，入库企业研发投入总和增长了七成多（72.01%），增速是披露研发企业数量增幅（34.07%）的两倍以上，表明研发投入增长不只来自参与者增加，还包括企业个体研发力度大幅提升，以及资源向头部集中；企业研发投入平均值增幅达到28.21%，进一步印证了研发从“广度扩张”到“深度强化”的态势。
Author(s): Jiachen Xie, Jianteng Wang, Xudong Rong, Dongdong Zhao, Enzuo Liu, Chunnian He, Chunshen Shi, Naiqin Zhao
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For example, as models improve at understanding semantic meaning and context, exact keyword matching will matter even less than it does now. Conversely, models might become better at assessing content quality through subtle signals like writing sophistication, logical coherence, and comprehensive coverage. This evolution favors creators focused on genuine quality over those trying to game systems through technical tricks.
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