在衡量大语言模型（LLM）代码生成能力的竞赛中，一个日益严峻的问题正浮出水面：当模型在 Humaneval、MBPP 等经典基准上纷纷取得近乎饱和的成绩时，我们究竟是在评估其真实的泛化推理能力，还是在检验其对训练语料库的「记忆力」？ 现有的代码基准正面临两大核心挑战：数据污染的风险，以及测试严谨性不足。前者使评测可能退化为「开卷考试」，后者则常常导致一种「正确的幻觉」（Illusion of Co ...

为了打破这种「高分幻觉」，来自北京航空航天大学的研究团队提出了一种全新的基准构建哲学 —— 双重扩展（Dual Scaling），并基于此构建了端到端的自动化框架 ...

Alberta is launching the first phase of its plan to address class size and complexity across schools as new data confirms concerns teachers have raised over the past year. The province will allocate ...

Dr. JeFreda R. Brown is a financial consultant, Certified Financial Education Instructor, and researcher who has assisted thousands of clients over a more than two-decade career. She is the CEO of ...

Computer science, at its most fundamental, is all about inputs and outputs. Consider the simple case of multiplying two numbers on a pocket calculator. You punch in some inputs — the specific numbers ...

The Alberta government has released long-awaited data on classrooms across the province, along with $143 million to hire “complexity teams” to address the mounting pressures. Last November, Education ...

Sam Sivarajan is a behavioural scientist, keynote speaker and consultant. His latest book is The Uncertainty E.D.G.E., which helps leaders successfully navigate an increasingly uncertain world. For ...

The audio version of this article is generated by AI-based technology. Mispronunciations can occur. We are working with our partners to continually review and improve the results. The government's ...

Alberta released class-by-class complexity data for the first time on Feb. 12, 2026. It flagged more than 4,000 classrooms that it calls highly complex because of the number of students and type of ...