SimANS: Simple Ambiguous Negatives Sampling for Dense Text Retrieval

Kun Zhou, Yeyun Gong, Xiao Liu, Wayne Xin Zhao, Yelong Shen, Anlei Dong, Jingwen Lu, Rangan Majumder, Ji-Rong Wen, Nan Duan. SimANS: Simple Ambiguous Negatives Sampling for Dense Text Retrieval. In Yunyao Li, Angeliki Lazaridou, editors, Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: EMNLP 2022 - Industry Track, Abu Dhabi, UAE, December 7 - 11, 2022. pages 548-559, Association for Computational Linguistics, 2022. [doi]

Abstract

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