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How Good are Input Grammar Miners? An Empirical Study

Leon Bettscheider, Andreas Zeller

2026Year

Abstract

To generate valid test inputs for a system, one needs a specification of its input language—typically a context-free grammar that describes input syntax. But where can one get such a grammar from? In the past years, the field of input grammar mining has emerged, with creative approaches to extract input grammars from inputs, code, or both. But how good are these approaches? In particular; How accurate are the grammars they mine?

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