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The outcomes of offline simulation and on-line A/B experiment exhibit that NMA brings
a major enchancment in CTR and platform revenue, compared with GSP (Edelman et al., 2007), DNA (Liu et al., 2021), VCG (Varian and Harris,
2014) and WVCG (Gatti et al., 2015). We successfully deploy NMA on Meituan meals delivery platform.

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