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The peer merit review of research proposals has been the major mechanism to decide grant awards. Nowadays, research proposals have become increasingly interdisciplinary. It has been a longstanding challenge to assign proposals to…

计算与语言 · 计算机科学 2022-03-22 Meng Xiao , Ziyue Qiao , Yanjie Fu , Hao Dong , Yi Du , Pengyang Wang , Dong Li , Yuanchun Zhou

Student responses in STEM assessments are often handwritten and combine symbolic expressions, calculations, and diagrams, creating substantial variation in format and interpretation. Despite their importance for evaluating students'…

人工智能 · 计算机科学 2026-04-15 Xiuxiu Tang , G. Alex Ambrose , Ying Cheng

Leveraging Multi-modal Large Language Models (MLLMs) to accelerate frontier scientific research is promising, yet how to rigorously evaluate such systems remains unclear. Existing benchmarks mainly focus on single-document understanding,…

人工智能 · 计算机科学 2026-04-14 Lei Xiong , Huaying Yuan , Zheng Liu , Zhao Cao , Zhicheng Dou

AI research pipelines can now generate academic work that may satisfy existing peer review standards for quality, novelty, and methodological rigor. However, the publication system was built around the assumption that research is produced…

人工智能 · 计算机科学 2026-05-13 Yang Lu , Rabimba Karanjai , Lei Xu , Weidong Shi

Large Language Models (LLMs) challenge the validity of traditional open-ended assessments by blurring the lines of authorship. While recent research has focused on the accuracy of automated scoring (AES), these static approaches fail to…

计算机与社会 · 计算机科学 2025-12-16 Tom Lee , Sihoon Lee , Seonghun Kim

AI tools, particularly large language modules, have recently proven their effectiveness within learning management systems and online education programmes. As feedback continues to play a crucial role in learning and assessment in schools,…

人机交互 · 计算机科学 2024-10-17 Ievgeniia Kuzminykh , Tareita Nawaz , Shihao Shenzhang , Bogdan Ghita , Jeffery Raphael , Hannan Xiao

Rubrics are being used in a wide variety of disciplines in higher education to evaluate assessments and provide feedback to students. Rubrics are traditionally implemented as paper-based table format to grade assessments and provide…

计算机与社会 · 计算机科学 2016-06-07 Phil Smith , Mohan John Blooma , Jayan Kurian

This paper introduces LLAssist, an open-source tool designed to streamline literature reviews in academic research. In an era of exponential growth in scientific publications, researchers face mounting challenges in efficiently processing…

数字图书馆 · 计算机科学 2024-12-23 Christoforus Yoga Haryanto

We present SmartCourse, an integrated course management and AI-driven advising system for undergraduate students (specifically tailored to the Computer Science (CPS) major). SmartCourse addresses the limitations of traditional advising…

计算机与社会 · 计算机科学 2025-08-01 Yixuan Mi , Yiduo Yu , Yiyi Zhao

The advent of advanced AI underscores the urgent need for comprehensive safety evaluations, necessitating collaboration across communities (i.e., AI, software engineering, and governance). However, divergent practices and terminologies…

软件工程 · 计算机科学 2024-05-17 Boming Xia , Qinghua Lu , Liming Zhu , Zhenchang Xing

Benchmarks are pivotal in driving AI progress, and invalid benchmark questions frequently undermine their reliability. Manually identifying and correcting errors among thousands of benchmark questions is not only infeasible but also a…

Artificial intelligence (AI) has disrupted assessment in higher education and accelerated a cycle of compounding performances. Institutional policies demand the demonstration of independent authorship, while commercial AI-enabled services…

人机交互 · 计算机科学 2026-05-05 Jasper Roe , Mike Perkins , Peter Bannister , Leon Furze , James Wood

With an increasing focus in STEM education on critical thinking skills, science writing plays an ever more important role in curricula that stress inquiry skills. A recently published dataset of two sets of college level lab reports from an…

计算与语言 · 计算机科学 2024-04-26 Berk Atil , Mahsa Sheikhi Karizaki , Rebecca J. Passonneau

This paper surveys and organizes research works in an under-studied area, which we call automated evaluation for student argumentative writing. Unlike traditional automated writing evaluation that focuses on holistic essay scoring, this…

计算与语言 · 计算机科学 2022-05-10 Xinyu Wang , Yohan Lee , Juneyoung Park

We conducted a systematic literature review on automated grading and feedback tools for programming education. We analysed 121 research papers from 2017 to 2021 inclusive and categorised them based on skills assessed, approach, language…

软件工程 · 计算机科学 2023-12-11 Marcus Messer , Neil C. C. Brown , Michael Kölling , Miaojing Shi

Medical practitioners are rapidly adopting generative AI solutions for clinical documentation, leading to significant time savings and reduced stress. However, evaluating the quality of AI-generated documentation is a complex and ongoing…

计算与语言 · 计算机科学 2024-09-26 Jon Oleson

We introduce FreshStack, a holistic framework for automatically building information retrieval (IR) evaluation benchmarks by incorporating challenging questions and answers. FreshStack conducts the following steps: (1) automatic corpus…

信息检索 · 计算机科学 2025-06-16 Nandan Thakur , Jimmy Lin , Sam Havens , Michael Carbin , Omar Khattab , Andrew Drozdov

We present a fully reproducible demonstration of an AI-assisted scientific workflow designed for a broad physics, mathematics, and computer-science readership. The initial project artifact stack was generated from one single user prompt and…

其他凝聚态物理 · 物理学 2026-03-17 Kin Hung Fung

This survey paper chronicles the evolution of evaluation in multimodal artificial intelligence (AI), framing it as a progression of increasingly sophisticated "cognitive examinations." We argue that the field is undergoing a paradigm shift,…

人工智能 · 计算机科学 2026-01-07 Mayank Ravishankara , Varindra V. Persad Maharaj

The accelerating pace of scientific publication makes it difficult to identify truly original research among incremental work. We propose a framework for estimating the conceptual novelty of research papers by combining semantic…

机器学习 · 计算机科学 2026-01-06 Zhengxu Yan , Han Li , Yuming Feng