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Automated grading systems have enabled scalable assessment for many response types, but handwritten mathematics remains a barrier due to the complexity of multi-step solutions. Vision-capable large language models (LLMs) offer new…

计算机与社会 · 计算机科学 2026-05-20 Jacob Levine , Miguel Aenlle , Craig Zilles , Matthew West , Mariana Silva

Grading of examination papers is a hectic, time-labor intensive task and is often subjected to inefficiency and bias in checking. This research project is a primitive experiment in the automation of grading of theoretical answers written in…

机器学习 · 计算机科学 2020-04-21 Rahul Kr Chauhan , Ravinder Saharan , Siddhartha Singh , Priti Sharma

Recent advances in generative artificial intelligence (AI) have shown promise in accurately grading open-ended student responses. However, few prior works have explored grading handwritten responses due to a lack of data and the challenge…

计算机与社会 · 计算机科学 2024-12-13 Adriana Caraeni , Alexander Scarlatos , Andrew Lan

In this paper, we introduce "Marking", a novel grading task that enhances automated grading systems by performing an in-depth analysis of student responses and providing students with visual highlights. Unlike traditional systems that…

计算与语言 · 计算机科学 2024-04-23 Shashank Sonkar , Naiming Liu , Debshila B. Mallick , Richard G. Baraniuk

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

Digital technologies are increasingly used in education to reduce the workload of teachers and students. However, creating open-ended study or examination questions and grading their answers is still a tedious task. This thesis presents the…

计算与语言 · 计算机科学 2025-06-17 Gérôme Meyer , Philip Breuer

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

Automatic short answer grading is an important research direction in the exploration of how to use artificial intelligence (AI)-based tools to improve education. Current state-of-the-art approaches use neural language models to create…

计算与语言 · 计算机科学 2022-07-12 Mengxue Zhang , Sami Baral , Neil Heffernan , Andrew Lan

Effective and timely feedback in educational assessments is essential but labor-intensive, especially for complex tasks. Recent developments in automated feedback systems, ranging from deterministic response grading to the evaluation of…

With the rise of online learning, the demand for efficient and consistent assessment in mathematics has significantly increased over the past decade. Machine Learning (ML), particularly Natural Language Processing (NLP), has been widely…

机器学习 · 计算机科学 2025-07-08 Behnam Parsaeifard , Martin Hlosta , Per Bergamin

Automatic essay grading (AEG) has attracted the the attention of the NLP community because of its applications to several educational applications, such as scoring essays, short answers, etc. AEG systems can save significant time and money…

计算与语言 · 计算机科学 2024-10-15 Maisha Maliha , Vishal Pramanik

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

This paper introduces TrueGradeAI, an AI-driven digital examination framework designed to overcome the shortcomings of traditional paper-based assessments, including excessive paper usage, logistical complexity, grading delays, and…

人工智能 · 计算机科学 2025-09-29 Rakesh Thakur , Shivaansh Kaushik , Gauri Chopra , Harsh Rohilla

The quality grading of mangoes is a crucial task for mango growers as it vastly affects their profit. However, until today, this process still relies on laborious efforts of humans, who are prone to fatigue and errors. To remedy this, the…

计算机视觉与模式识别 · 计算机科学 2020-11-24 Shih-Lun Wu , Hsiao-Yen Tung , Yu-Lun Hsu

Automatic short answer grading (ASAG), which autonomously score student answers according to reference answers, provides a cost-effective and consistent approach to teaching professionals and can reduce their monotonous and tedious grading…

人工智能 · 计算机科学 2019-09-27 Tiaoqiao Liu , Wenbiao Ding , Zhiwei Wang , Jiliang Tang , Gale Yan Huang , Zitao Liu

Dysgraphia, a handwriting learning disability, has a serious negative impact on children's academic results, daily life and overall wellbeing. Early detection of dysgraphia allows for an early start of a targeted intervention. Several…

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

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

Dictionary learning is a cornerstone of image classification. We set out to address a longstanding challenge in using dictionary learning for classification; that is to simultaneously maximise the discriminability and…

计算机视觉与模式识别 · 计算机科学 2020-12-08 Rasool Ameri , Ali Alameer , Saideh Ferdowsi , Kianoush Nazarpour , Vahid Abolghasemi

Automated short answer grading (ASAG) has gained attention in education as a means to scale educational tasks to the growing number of students. Recent progress in Natural Language Processing and Machine Learning has largely influenced the…

计算与语言 · 计算机科学 2022-04-08 Stefan Haller , Adina Aldea , Christin Seifert , Nicola Strisciuglio
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