As is well known, research on generics is represented by three approaches: majority- based (Cohen 1996, 1999, 2004), normalcy-based (Nickel 2006; 2009; 2010a, b; 2013; 2016; 2018), and cognition-based (Leslie 2007a, b; 2008; 2013; 2017) approaches. Two recent approaches proposed by van Rooij and Schulz (2020) and Tessler and Goodman (2019) are more elaborated theories on generics, although neither of these approaches nor the three representative theories can fully account for various generics data, as argued by Yoon (...) (2021). On the other hand, Nguyen (2020) proposes another theory of generics, the so-called ‘radical’ theory, which argues that the generic operator has no semantic content, and that the various quantificational interpretations of bare plural generics are determined contextually. In this context, the main purpose of this paper is to provide a critical review of some recently published analyses, including Nguyen’s theory, and to analyze non-conventionalized generics. While conventionalized or conceptualized generics have received much attention from researchers, non- conventionalized generics have not been studied as extensively. It will be argued that Nguyen’s theory simply transfers the burden onto pragmatics, and that non- conventionalized as well as conventionalized generics tend to be interpreted based on people’s perceptions of their exceptions, in line with Yoon (2021). This position will be supported by experimental results. (shrink)