Verified75% confidenceFactExact time
涌现能力（emergent abilities）指模型规模超过某临界点时突然显现训练时未明确优化的新能力，如多步推理、代码生成或少样本学习
5
Sources
75%
Confidence
Long-term
Relevance
7/7/2026
First Seen
Sources
Revisiting 'Stochastic Parrots': Emily Bender on LLM Understanding and the Battle Over Meaning
hackernewshackernews7/6/2026
Related Claims
UnverifiedLarge language models possess Emergent Abilities, whereby after the model parameter scale and training data volume reach a certain threshold, capabilities not explicitly required by the training objective suddenly appear, such as a sense of humor, use of metaphor, and situational empathy75% similarUnverified智能体的偏好受训练数据、提示词、版本迭代等多重因素影响，今天有效的优化手段可能在下一次模型更新后失效66% similarVerifiedEmergent abilities refer to capabilities that models suddenly exhibit after their scale reaches a certain threshold that were not explicitly designed during the training phase; this phenomenon was first systematically described by a Google Research team in 2022.65% similarUnverifiedMesa-optimization theory states that when the training process is sufficiently complex, an optimization process may emerge within the trained model itself, and the mesa-objective it pursues may deviate from the training objective.64% similar
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