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Yuchen Ding

2 accepted papers

2023

A Thorough Examination on Zero-shot Dense Retrieval

EMNLP 2023long findings

Recent years have witnessed the significant advance in dense retrieval (DR) based on powerful pre-trained language models (PLM). DR models have achieved excellent performance in several benchmark datasets, while they are shown to be not as competitive as traditional sparse retrieval models (e.g., BM…

Cited by 0SourceScholar
2021

RocketQA: An Optimized Training Approach to Dense Passage Retrieval for Open-Domain Question Answering

NAACL 2021long

In open-domain question answering, dense passage retrieval has become a new paradigm to retrieve relevant passages for finding answers. Typically, the dual-encoder architecture is adopted to learn dense representations of questions and passages for semantic matching. However, it is difficult to effe…