Author

Shao-Hua Wang

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Open access Oct 2026

ConUT: Condition-Aware Test Generation for Complex Java Code

Automatically generating high-coverage unit tests for complex Java methods remains a formidable challenge, particularly when execution paths are guarded by intricate control-flow nesting and cross-class state dependencies. Existing LLM-based approaches predominantly follow a goal-driven paradigm, relying on unguided co...

Rui-Guo Yu, Rui-Qi Dong, Xi Xiao et al. · 0 citations

#small language model Open access Oct 2026

T-REX: Teaching Large Language Models to Reason with Verbalized Execution Semantics

Large language models (LLMs) have shown strong performance in static code tasks like code search, summarization, and generation, but remain limited in dynamic code reasoning, which involves inferring how programs behave during execution without actually running them. This limitation stems from LLMs being trained on sta...

Yan Wang, Ling Ding, Jie-Chen Sun et al. · 0 citations