
Teams measuring test-generation gains against a single reference oracle are mostly measuring their oracle, not progress.
articleGrounding AI Agents in Contracts: An Empirical Evaluation of Spec-Driven Test GenerationMichele Tufano, James McClure, Jos\'e Cambronero, Runxiang Cheng, Sherry Y. Shi, Renyao Wei, Dorothy Chen, Franjo Ivan\v{c}i\'c, Livio Dalloro, Pat Rondon
articleCode Health in LLM-Based Test Generation: Effectiveness and Token EfficiencyFreya Wirdemann, Markus Borg, Nadim Hagatulah, Adam Tornhill
articleRethinking Self-Evolving Agent Skills: Feedback Dynamics over Multiple RoundsYuxuan Liu, Zhaochen Su, Yuhao Zhang, Jiahe Guo, Zhongwei Xie, Huihao Jing, Lingyun Xie, Qing Zong, Yauwai Yim, Zhixiong Zhang, Haoran Li, Yangqiu SongChecking sign-in…
Loading comments…