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The Neogene is an important period for studying the onset of subduction, with numerous subduction zones forming in the western Pacific, including the Ryukyu, Manila, Philippine, North Sulawesi, Halmahera, New Britain, Solomon, and New Hebrides subduction zones. However, studies on these subduction zones are relatively independent, so it is important to conduct systematic comparative studies. In this paper, we review the initiation models of Neogene subduction in the western Pacific, with the three typical types of subduction initiation models including polarity-reversal, induced subduction re-initiation, and non-inherited subduction initiation to form new ruptures. In addition, the parameters of different subduction zones are collated to form five categories: basic features, subducting plate features, upper plate features, kinematic features, and subsequent activity. The regularity of the subduction processes, the specificity of the different subduction cases, and the possible constraints between the subduction initiation types and the characteristics of the subduction zone parameters are discussed and analyzed. The compiled dataset of the subduction zone parameters can provide data support for related studies. [ABSTRACT FROM AUTHOR]