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SimANS: Simple Ambiguous Negatives Sampling for Dense Text Retrieval

Kun Zhou, Yeyun Gong, Xiao Liu, Wayne Xin Zhao, Yelong Shen, Anlei Dong, Jingwen Lü, Rangan Majumder, Ji-Rong Wen, Nan Duan

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Abstract

Kun Zhou, Yeyun Gong, Xiao Liu, Wayne Xin Zhao, Yelong Shen, Anlei Dong, Jingwen Lu, Rangan Majumder, Ji-rong Wen, Nan Duan. Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track. 2022.

Topics & Concepts

Computer scienceNatural language processingSimple (philosophy)Artificial intelligenceSampling (signal processing)Information retrievalPhilosophyTelecommunicationsEpistemologyDetectorText and Document Classification TechnologiesTopic Modeling