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Author

Nuhiat Arefin

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Jul 2026

Toward Inferring Accurate Context-free Grammars for Big Languages in a Black-box Setting

In an empirical comparison that avoids several pitfalls of recent studies, XVada improves on the highest-scoring competitor (TreeVada) both in grammar accuracy and grammar compactness and finds a CVE in the widely used Python Liquid engine.

Mohammad Rifat Arefin, Nuhiat Arefin, Shanto Rahman et al. · 0 citations

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