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Oct, 2023
DPR主题:用于密集段落检索的基于主题的提示
Topic-DPR: Topic-based Prompts for Dense Passage Retrieval
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Qingfa Xiao, Shuangyin Li, Lei Chen
TL;DR
Topic-DPR是一种基于主题的密集段落检索模型,通过对多个基于主题的提示进行优化和对比学习,使表示与其主题分布对齐,提高空间均匀性,并引入了一种新的正负采样策略来提高检索效率。实验证明,该方法超过了之前最先进的检索技术。
Abstract
prompt-based learning
's efficacy across numerous natural language processing tasks has led to its integration into
dense passage retrieval
. Prior research has mainly focused on enhancing the
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