大模型会写论文，但它真的懂科研吗？ 很多时候，AI只是在“扮演”科学家——引文献、列逻辑、排格式，看起来有模有样。但只要深究，会发现全是破绽：逻辑靠编，推导靠蒙，结论是否正确全看运气。 就在最近，此前发布过BabyVision多模态评测基准的UniPat AI，甩出了一个硬核的开源项目： UniScientist。 这个模型参数只有30B，却可以实现“提出假设-收集证据-执行可复现的推导-迭代验证 ...

“会写报告”不等于“会做研究”。 多数大模型能生成“看起来像”研究的文本，但极少数能真正做研究——提出假设、收集证据、执行可复现的推导、迭代验证直至结论成立。 此前发布了BabyVision多模态评测基准（已被多个近期发布的重磅模型纳入评测体系）的UniPat AI在最新的 Blog《UniScientist: Advancing Universal Scientific Research Int ...

Teachers can include students in the process of designing a tool to measure their understanding of content—an additional learning opportunity.

结果是显著的：StitchCUDA 将 Hacking 率从 Kevin-32B 的 52% 降至 16%， Hacking 从 4 次降至 0 次。而去除 Rubric 的 StitchCUDA-A 变体，Hacking 率回升至 32%，进一步验证了 Rubric Reward 的因果效应。

Norming (also called calibration) is the process in which a group of raters decide collectively how to use a rubric to evaluate student work in a consistent manner. Raters are usually faculty and ...

Rubrics are scoring tools that explicitly represent the performance expectations for an assignment or piece of work. A rubric divides the assigned work into component parts and provides clear ...

Task: Each student will make a 5-minute presentation on the changes in one community over the past 30 years. The student may focus the presentation in any way he or she wishes, but there needs to be a ...

A rubric is an evaluation tool that identifies criteria relevant to an assignment and describes levels of performance expectations for the assignment or other student work. Grading rubrics communicate ...

A new in-depth case study in Science finds that faculty hiring rubrics—also called criterion checklists or evaluation tools—helped mitigate gender bias in these decisions. At the same time, ...