Commenting Higher-level Code Unit: Full Code, Reduced Code, or Hierarchical Code Summarization

no code implementations • 13 Mar 2025 • Weisong Sun, Yiran Zhang, Jie Zhu, Zhihui Wang, Chunrong Fang, Yonglong Zhang, Yebo Feng, JiangPing Huang, Xingya Wang, Zhi Jin, Yang Liu

There is a significant lack of research on summarizing higher-level code units, such as file-level and module-level code units, despite the fact that summaries of these higher-level code units are highly useful for quickly gaining a macro-level understanding of software components and architecture.

Code Summarization

Counterfactual Uncertainty Quantification of Factual Estimand of Efficacy from Before-and-After Treatment Repeated Measures Randomized Controlled Trials

no code implementations • 14 Nov 2024 • Xingya Wang, Yang Han, Yushi Liu, Szu-Yu Tang, Jason C. Hsu

The ideal estimand for comparing treatment $Rx$ with a control $C$ is the $\textit{counterfactual}$ efficacy $Rx:C$, the expected differential outcome between $Rx$ and $C$ if each patient were given $\textit{both}$.

counterfactual Uncertainty Quantification