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Most research in the area of automatic essay grading (AEG) is geared towards scoring the essay holistically while there has also been some work done on scoring individual essay traits. In this paper, we describe a way to score essays…

Computation and Language · Computer Science 2021-02-02 Rahul Kumar , Sandeep Mathias , Sriparna Saha , Pushpak Bhattacharyya

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…

Machine Learning · Computer Science 2020-04-21 Rahul Kr Chauhan , Ravinder Saharan , Siddhartha Singh , Priti Sharma

Automated Essay Scoring (AES) and Automatic Essay Feedback (AEF) systems aim to reduce the workload of human raters in educational assessment. However, most existing systems prioritize numerical scoring accuracy over feedback quality and…

Artificial Intelligence · Computer Science 2025-11-20 Joaquín Jordán , Xavier Yin , Melissa Fabros , Gireeja Ranade , Narges Norouzi

Large language models have demonstrated exceptional capabilities in tasks involving natural language generation, reasoning, and comprehension. This study aims to construct prompts and comments grounded in the diverse scoring criteria…

Computation and Language · Computer Science 2024-01-09 Wei Xia , Shaoguang Mao , Chanjing Zheng

Significant progress has been made in deep-learning based Automatic Essay Scoring (AES) systems in the past two decades. However, little research has been put to understand and interpret the black-box nature of these deep-learning based…

Computation and Language · Computer Science 2020-12-29 Swapnil Parekh , Yaman Kumar Singla , Changyou Chen , Junyi Jessy Li , Rajiv Ratn Shah

Automatic short answer scoring (ASAS) helps reduce the grading burden on educators but often lacks detailed, explainable feedback. Existing methods in ASAS with feedback (ASAS-F) rely on fine-tuning language models with limited datasets,…

Computation and Language · Computer Science 2024-10-11 Menna Fateen , Bo Wang , Tsunenori Mine

We explore the use of deep reinforcement learning to audit an automatic short answer grading (ASAG) model. Automatic grading may decrease the time burden of rating open-ended items for educators, but a lack of robust evaluation methods for…

Artificial Intelligence · Computer Science 2024-05-14 Aubrey Condor , Zachary Pardos

Deep-learning based Automatic Essay Scoring (AES) systems are being actively used by states and language testing agencies alike to evaluate millions of candidates for life-changing decisions ranging from college applications to visa…

Computation and Language · Computer Science 2021-10-15 Yaman Kumar Singla , Swapnil Parekh , Somesh Singh , Junyi Jessy Li , Rajiv Ratn Shah , Changyou Chen

In this study, we developed an automated short answer grading (ASAG) model that provided both analytic scores and final holistic scores. Short answer items typically consist of multiple sub-questions, and providing an analytic score and the…

Computation and Language · Computer Science 2023-05-31 Su-Youn Yoon

Automatic Essay Scoring (AES) assigns scores to student essays, reducing the grading workload for instructors. Developing a scoring system capable of handling essays across diverse prompts is challenging due to the flexibility and diverse…

Computation and Language · Computer Science 2025-02-14 Zhaoyi Joey Hou , Alejandro Ciuba , Xiang Lorraine Li

Neural based approaches to automatic evaluation of subjective responses have shown superior performance and efficiency compared to traditional rule-based and feature engineering oriented solutions. However, it remains unclear whether the…

Computation and Language · Computer Science 2023-09-07 Brian Cho , Youngbin Jang , Jaewoong Yoon

This paper presents methods for improving automated essay scoring with techniques that address the computational trade-offs of self-attention and document length. To make Automated Essay Scoring (AES) more useful to practitioners,…

Computation and Language · Computer Science 2021-12-23 Mike Hardy

Generative AI systems such as ChatGPT challenge traditional assumptions about academic assessment by enabling students to generate explanations, code, and solutions in real time. Rather than attempting to restrict AI use, this study…

Computers and Society · Computer Science 2026-05-13 Qusay H. Mahmoud

This paper presents a novel Automatic Essay Scoring (AES) algorithm tailored for the Portuguese-language essays of Brazil's Exame Nacional do Ensino M\'edio (ENEM), addressing the challenges in traditional human grading systems. Our…

Computation and Language · Computer Science 2024-01-02 Felipe Akio Matsuoka

Argumentative essay generation (AEG) aims to generate complete texts on specific controversial topics or debates. Although current AEG methods can generate individual opinions, they often overlook the high-level connections between these…

Computation and Language · Computer Science 2024-10-31 Ruiyu Xiao , Lei Wu , Yuhang Gou , Weinan Zhang , Ting Liu

Automatic assessment needs short answer based evaluation and automated assessment. Various techniques used are Ontology, Semantic similarity matching and Statistical methods. An automatic short answer assessment system is attempted in this…

Other Computer Science · Computer Science 2010-11-09 P. Selvi , A. K. Bnerjee

Contrastively trained text-image models have the remarkable ability to perform zero-shot classification, that is, classifying previously unseen images into categories that the model has never been explicitly trained to identify. However,…

Automated essay scoring (AES) is a vital area of research aiming to provide efficient and accurate assessment tools for evaluating written content. This study investigates the effectiveness of two popular similarity metrics, Jaccard…

Computation and Language · Computer Science 2025-10-20 Andharini Dwi Cahyani , Moh. Wildan Fathoni , Fika Hastarita Rachman , Ari Basuki , Salman Amin , Bain Khusnul Khotimah

Automatic evaluation of essay (AES) and also called automatic essay scoring has become a severe problem due to the rise of online learning and evaluation platforms such as Coursera, Udemy, Khan academy, and so on. Researchers have recently…

Computation and Language · Computer Science 2022-06-17 Tsegaye Misikir Tashu , Chandresh Kumar Maurya , Tomas Horvath

The developments in Generative AI technologies have paved the way for numerous innovations in different fields. Recently, Generative AI has been proposed as a competitor to AES systems in evaluating student essays automatically. Considering…

Computation and Language · Computer Science 2025-10-20 Enis Oğuz