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Renliang Sun

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Open access Aug 2026

How well do LLMs understand code?

SemBench is introduced, a novel benchmark consisting of 1000 diverse C programs sourced from the CodeParrot GitHub-code dataset, with 15,404 semantic questions spanning six basic but fundamental properties: dead code-statement, data dependency, function reachability, dominator, dead code-loop, and liveness.

Jade Xu, Renliang Sun, Zijian Ding et al. · 0 citations