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Xuan-Dong Li

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Book Open access Oct 2026

From Vibe to Spec: An Empirical Study to Demystify Specifications in Code Generation

Recent advances in large language models (LLMs) for code generation have given rise to vibe coding, a programming practice in which developers interact with LLMs through unstructured natural language and primarily validate implementations by inspecting overall execution outputs. However, the inherent ambiguity and inco...

Rui-Rui He, Han-Qing Lu, Le-Zhi Ma et al. · 0 citations
#software testing Open access Oct 2026

Automated Classification, Root Cause Analysis, and Repair Recommendations for Failed Mobile Testing by Specialized LLM

AnaDroid is proposed, a novel LLM training framework specifically tailored for analyzing failed mobile tests that first leverages bidirectional pre-training to instill the domain-specific knowledge and reasoning capabilities required for failed test analysis into the model and employs preference optimization to enhance...

Chun Li, Fei Wang, Min-Xue Pan et al. · 0 citations

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