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Automated answer grading is a critical challenge in educational technology, with the potential to streamline assessment processes, ensure grading consistency, and provide timely feedback to students. However, existing approaches are often…

计算与语言 · 计算机科学 2025-06-02 Masoud Safilian , Amin Beheshti , Stephen Elbourn

The evaluation of academic theses is a cornerstone of higher education, ensuring rigor and integrity. Traditional methods, though effective, are time-consuming and subject to evaluator variability. This paper presents RubiSCoT, an…

人工智能 · 计算机科学 2025-11-24 Thorsten Fröhlich , Tim Schlippe

The rapid growth of programming education has outpaced traditional assessment tools, leaving faculty with limited means to provide meaningful, scalable feedback. Conventional autograders, while efficient, act as black-box systems that…

人工智能 · 计算机科学 2025-10-31 Vikrant Sahu , Gagan Raj Gupta , Raghav Borikar , Nitin Mane

PURPOSE OR GOAL: This study investigates how GenAI can be integrated with a criterion-referenced grading framework to improve the efficiency and quality of grading for mathematical assessments in engineering. It specifically explores the…

系统与控制 · 电气工程与系统科学 2026-01-23 Lili Chen , Winn Wing-Yiu Chow , Stella Peng , Bencheng Fan , Sachitha Bandara

Intelligent tutoring systems have long enabled automated immediate feedback on student work when it is presented in a tightly structured format and when problems are very constrained, but reliably assessing free-form mathematical reasoning…

计算机与社会 · 计算机科学 2026-01-08 Aron Gohr , Marie-Amelie Lawn , Kevin Gao , Inigo Serjeant , Stephen Heslip

We explore the effectiveness and reliability of an artificial intelligence (AI)-based grading system for a handwritten general chemistry exam, comparing AI-assigned scores to human grading across various types of questions. Exam pages and…

计算机与社会 · 计算机科学 2025-11-11 Jan Cvengros , Gerd Kortemeyer

Using a high-stakes thermodynamics exam as sample (252~students, four multipart problems), we investigate the viability of four workflows for AI-assisted grading of handwritten student solutions. We find that the greatest challenge lies in…

物理教育 · 物理学 2024-06-27 Gerd Kortemeyer , Julian Nöhl , Daria Onishchuk

Recent developments in Generative Artificial Intelligence (GenAI) have created significant uncertainty in education, particularly in terms of assessment practices. Against this backdrop, we present an updated version of the AI Assessment…

计算机与社会 · 计算机科学 2025-10-01 Mike Perkins , Jasper Roe , Leon Furze

As AI systems become more embedded in everyday life, the development of fair and unbiased models becomes more critical. Considering the social impact of AI systems is not merely a technical challenge but a moral imperative. As evidenced in…

机器学习 · 计算机科学 2025-10-03 Aida Tayebi , Ali Khodabandeh Yalabadi , Mehdi Yazdani-Jahromi , Ozlem Ozmen Garibay

The development in Artificial Intelligence (AI) offers transformative potential for redefining student assessment methodologies. This paper aims to establish the idea of the advancement of Artificial Intelligence (AI) and its prospect in…

计算机与社会 · 计算机科学 2025-03-10 Pushpalatha K S , Abhishek Mangalur , Ketan Hegde , Chetan Badachi , Mohammad Aamir

AI-enhanced personality assessments are increasingly shaping hiring decisions, using affective computing to predict traits from the Big Five (OCEAN) model. However, integrating AI into these assessments raises ethical concerns, especially…

人机交互 · 计算机科学 2025-11-24 Dena F. Mujtaba , Nihar R. Mahapatra

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

Software testing remains critical for ensuring reliability, yet traditional approaches are slow, costly, and prone to gaps in coverage. This paper presents an AI-driven framework that automates test case generation and validation using…

软件工程 · 计算机科学 2025-08-25 Saba Naqvi , Mohammad Baqar

This paper introduces the first systematic evaluation framework for quantifying the quality and risks of papers written by modern coding agents. While AI-driven paper writing has become a growing concern, rigorous evaluation of the quality…

计算与语言 · 计算机科学 2026-04-02 Atsuyuki Miyai , Mashiro Toyooka , Zaiying Zhao , Kenta Watanabe , Toshihiko Yamasaki , Kiyoharu Aizawa

Grading in large undergraduate STEM courses often yields minimal feedback due to heavy instructional workloads. We present a large-scale empirical study of AI grading on real, handwritten single-variable calculus work from UC Irvine. Using…

机器学习 · 计算机科学 2026-03-03 Zhiqi Yu , Xingping Liu , Haobin Mao , Mingshuo Liu , Long Chen , Jack Xin , Yifeng Yu

The integration of AI in education holds immense potential for personalizing learning experiences and transforming instructional practices. However, AI systems can inadvertently encode and amplify biases present in educational data, leading…

机器学习 · 计算机科学 2025-11-04 Zhipeng Yin , Sribala Vidyadhari Chinta , Zichong Wang , Matthew Gonzalez , Wenbin Zhang

Decisions made by various Artificial Intelligence (AI) systems greatly influence our day-to-day lives. With the increasing use of AI systems, it becomes crucial to know that they are fair, identify the underlying biases in their…

计算机与社会 · 计算机科学 2022-03-15 Avinash Agarwal , Harsh Agarwal , Nihaarika Agarwal

In the Data-Centric Artificial Intelligence (AI) paradigm, improving data quality is essential for robust machine learning. However, many denoising methods rely on rigid statistical assumptions or require clean reference data, which limits…

TextGrad is a novel approach to text-based automatic differentiation that enables composite AI systems to perform optimization without explicit numerical equations. However, it currently lacks self-verification mechanisms that ensure…

计算与语言 · 计算机科学 2025-11-07 Eugenius Mario Situmorang , Adila Alfa Krisnadhi , Ari Wibisono

With recent advancements in artificial intelligence (AI), there has been growing interest in using state of the art (SOTA) AI solutions to provide assistance in grading handwritten answer sheets. While a few commercial products exist, the…

人工智能 · 计算机科学 2024-08-26 Pritam Sil , Parag Chaudhuri , Bhaskaran Raman
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