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Membership Testing for Semantic Regular Expressions

2024/10/17 by Yifei Huang, Matin Amini, Alexis Le Glaunec +2 · 6 voices · 1 citation
Computer Science · Social Sciences · #Software Testing and Debugging Techniques #Topic Modeling #Access Control and Trust

paper · pdf · doi:10.1145/3729300

Abstract

This paper is about semantic regular expressions (SemREs). This is a concept that was recently proposed by Chen et al. [ 9 ] in which classical regular expressions are extended with a primitive to query external oracles such as databases and large language models (LLMs). SemREs can be used to identify lines of text containing references to semantic concepts such as cities, celebrities, political entities, etc. The focus in their paper was on automatically synthesizing semantic regular expressions from positive and negative examples. In this paper, we study the membership testing problem :

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