论文链接:Emergent Abilities of Large Language Models 0x01. 什么是模型的涌现? 在介绍模型的涌现能力之前,先提一下模型的Scaling Law。Scaling Laws是指,随着模型大小、数据集大小和浮点数计算量的增加,模型的性能会可预测地提高。并且当不受其他两个因素的制约时,模型性能与每个单独的因素都有幂律关系。因此,当...
论文名称:Emergent Abilities of Large Language Models 论文链接:https://arxiv.org/pdf/2206.07682.pdf 论文来源:Google&Deepmind 1. Emergent Abilities Definition 本文中对LLM的emergent abilities的定义为: 在较小的模型中不出现,而在较大的模型中出现的能力,则可以称之为emergent.(An ability is emergent if i...
1. Emergent Abilities Definition 本文中对LLM的emergent abilities的定义为: 在较小的模型中不出现,而在较大的模型中出现的能力,则可以称之为emergent.(An ability is emergent if it is not present in smaller models but is present in larger model...
2 Emergent Abilities Definition 作为一个广义的概念,新兴经常以非正式的方式使用,并且可以以许多不同的方式合理解释。在本文中,我们将考虑大型语言模型的新兴能力的一个集中定义: 如果某种能力在较小模型中不存在但在较大模型中存在,那么这种能力就是新兴的。 新兴能力不能通过简单地从小规模模型外推一个规模定律(...
The observation of emergent abilities of Large Language Models is an interesting development. More studies into this phenomenon are needed for a more complete picture, for example testing task performance on large models with early-stopped training to smaller models (with equivalent test loss and trai...
Large Language Models (LLMs) achieve impressive performance in a wide range of tasks, even if they are often trained with the only objective of chatting fluently with users. Among other skills, LLMs show emergent abilities in mathematical reasoning benchmarks, which can be elicited with ...
这篇视频主要简单介绍了NIPS'23最佳论文Are emergent abilities of Large Language Models a mirage?.主讲:@AI深度学渣 CC字幕使用whisper生成[1] Schaeffer, Rylan, Brando Miranda, and Sanmi Koyejo. "Are emergent abilities of Large Lang, 视频播放量 1454、弹幕量
论文名称:Emergent Abilities of Large Language Models 论文链接:https://arxiv.org/pdf/2206.07682.pdf 论文讨论了LLM中的emergent abilities现象,主要探究随着model scale的增长,emergnce现象的出现。 1. Emergent Abilities Definition 本文中对LLM的emergent abilities的定义为: ...
上周的一篇论文:《Are Emergent Abilities of Large Language Models a Mirage?》大型语言模型的涌现能力是否是海市蜃楼?O网页链接大语言模型的涌现能力一直是被大家视作很神奇的现象,似乎是一种大力出奇迹,但这篇论文认为这可能只是一种错觉。对于这篇论文的解读,推荐看推特网友fin(twitter.com/fi56622380)的长文:...
这些能力是最近发现的大型语言模型的结果,它们是如何出现的,以及更多的扩展是否会出现进一步的涌现能力成为 NLP 领域未来重要的研究方向。 7. References [1] Wei J, Tay Y, Bommasani R, et al. Emergent abilities of large language models[J]. arXiv preprint arXiv:2206.07682, 2022....