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Jiatong Liu

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#small language model Book Open access Oct 2026

LPR+: Diverse Transformations for LLM-Aided Program Reduction

Program reduction helps compiler and language-tool developers turn large failure-inducing programs into small, shareable bug reports. LPR (Large Language Models-Aided Program Reduction) demonstrated that large language models (LLMs) can complement syntax-guided reducers by proposing language-specific transformations on...

Ze-Hua Zhang, Jia-Tong Liu, Xue-Song Yao et al. · 0 citations
Review Jul 2026

DebugTracker: Lightweight Process Evidence for Classroom Debugging

DebugTracker is a Visual Studio Code extension that records lightweight debugging-process evidence for classroom tasks that captures process evidence through standard VS Code mechanisms rather than language-specific tooling, although debugger evidence depends on the relevant VS Code language extension.

Jiatong Liu, Xuesong Yao, Zehua Zhang et al. · 0 citations

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