BriefGPT.xyz
Nov, 2023
在上下文中适应:通过上下文中学习的检索增强域适应
Adapt in Contexts: Retrieval-Augmented Domain Adaptation via In-Context Learning
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Quanyu Long, Wenya Wang, Sinno Jialin Pan
TL;DR
通过无监督的领域自适应方法以及在上下文学习环境下的查询元素子集检索策略,我们研究了适应语言模型从源领域到目标领域的问题,以学习目标领域分布并通过语言建模实现任务信号的适应,从而在情感分析和命名实体识别任务中实现了显著的性能提升。
Abstract
large language models
(LLMs) have showcased their capability with few-shot inference known as
in-context learning
. However,
in-domain demonstrati
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