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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…

Computation and Language · Computer Science 2024-10-15 Maisha Maliha , Vishal Pramanik

Automated grading has become an essential tool in education technology due to its ability to efficiently assess large volumes of student work, provide consistent and unbiased evaluations, and deliver immediate feedback to enhance learning.…

Computers and Society · Computer Science 2025-01-27 Calvin Yeung , Jeff Yu , King Chau Cheung , Tat Wing Wong , Chun Man Chan , Kin Chi Wong , Keisuke Fujii

Automatic essay scoring (AES) refers to the process of scoring free text responses to given prompts, considering human grader scores as the gold standard. Writing such essays is an essential component of many language and aptitude exams.…

Computation and Language · Computer Science 2017-02-09 Sowmya Vajjala

Automated essay scoring (AES) involves predicting a score that reflects the writing quality of an essay. Most existing AES systems produce only a single overall score. However, users and L2 learners expect scores across different dimensions…

Computation and Language · Computer Science 2024-06-04 Kun Sun , Rong Wang

The gaze behaviour of a reader is helpful in solving several NLP tasks such as automatic essay grading. However, collecting gaze behaviour from readers is costly in terms of time and money. In this paper, we propose a way to improve…

Computation and Language · Computer Science 2021-02-02 Sandeep Mathias , Rudra Murthy , Diptesh Kanojia , Abhijit Mishra , Pushpak Bhattacharyya

Large Language Models (LLMs) have shown promise in Automated Essay Scoring (AES), but their zero-shot and few-shot performance often falls short compared to state-of-the-art models and human raters. However, fine-tuning LLMs for each…

Computation and Language · Computer Science 2024-07-09 Seungju Kim , Meounggun Jo

Individual feedback can help students improve their essay writing skills. However, the manual effort required to provide such feedback limits individualization in practice. Automatically-generated essay feedback may serve as an alternative…

Computation and Language · Computer Science 2024-04-25 Maja Stahl , Leon Biermann , Andreas Nehring , Henning Wachsmuth

In automated essay scoring (AES), recent efforts have shifted toward cross-prompt settings that score essays on unseen prompts for practical applicability. However, prior methods trained with essay-score pairs of specific prompts pose…

Computation and Language · Computer Science 2025-02-13 Heejin Do , Taehee Park , Sangwon Ryu , Gary Geunbae Lee

Automatic Essay Scoring (AES) is a well-established educational pursuit that employs machine learning to evaluate student-authored essays. While much effort has been made in this area, current research primarily focuses on either (i)…

Computation and Language · Computer Science 2024-01-12 Kaixun Yang , Mladen Raković , Yuyang Li , Quanlong Guan , Dragan Gašević , Guanliang Chen

Automated Essay Scoring (AES) has been quite popular and is being widely used. However, lack of appropriate methodology for rating nonnative English speakers' essays has meant a lopsided advancement in this field. In this paper, we report…

Computation and Language · Computer Science 2018-02-02 Amber Nigam

The utilization of technology in second language learning and teaching has become ubiquitous. For the assessment of writing specifically, automated writing evaluation (AWE) and grammatical error correction (GEC) have become immensely…

Computation and Language · Computer Science 2024-05-07 Izia Xiaoxiao Wang , Xihan Wu , Edith Coates , Min Zeng , Jiexin Kuang , Siliang Liu , Mengyang Qiu , Jungyeul Park

The first automated essay scoring system was developed 50 years ago. Automated essay scoring systems are developing into systems with richer functions than the previous simple scoring systems. Its purpose is not only to score essays but…

Computation and Language · Computer Science 2023-07-13 You-Jin Jong , Yong-Jin Kim , Ok-Chol Ri

The grading of open-ended questions is a high-effort, high-impact task in education. Automating this task promises a significant reduction in workload for education professionals, as well as more consistent grading outcomes for students, by…

Artificial Intelligence · Computer Science 2024-05-08 Alexandra Gobrecht , Felix Tuma , Moritz Möller , Thomas Zöller , Mark Zakhvatkin , Alexandra Wuttig , Holger Sommerfeldt , Sven Schütt

Cross-prompt automated essay scoring (AES) requires the system to use non target-prompt essays to award scores to a target-prompt essay. Since obtaining a large quantity of pre-graded essays to a particular prompt is often difficult and…

Computation and Language · Computer Science 2020-08-05 Robert Ridley , Liang He , Xinyu Dai , Shujian Huang , Jiajun Chen

In the era of MOOCs, online exams are taken by millions of candidates, where scoring short answers is an integral part. It becomes intractable to evaluate them by human graders. Thus, a generic automated system capable of grading these…

Artificial Intelligence · Computer Science 2020-12-22 Yaman Kumar , Swati Aggarwal , Debanjan Mahata , Rajiv Ratn Shah , Ponnurangam Kumaraguru , Roger Zimmermann

Automated essay scoring (AES) aims to score essays written for a given prompt, which defines the writing topic. Most existing AES systems assume to grade essays of the same prompt as used in training and assign only a holistic score.…

Computation and Language · Computer Science 2023-08-30 Heejin Do , Yunsu Kim , Gary Geunbae Lee

Recent advances in large language models (LLMs) have enabled zero-shot automated essay scoring (AES), providing a promising way to reduce the cost and effort of essay scoring in comparison with manual grading. However, most existing…

Computation and Language · Computer Science 2025-09-23 Takumi Shibata , Yuichi Miyamura

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…

Artificial Intelligence · Computer Science 2019-09-27 Tiaoqiao Liu , Wenbiao Ding , Zhiwei Wang , Jiliang Tang , Gale Yan Huang , Zitao Liu

Automatic grading is not a new approach but the need to adapt the latest technology to automatic grading has become very important. As the technology has rapidly became more powerful on scoring exams and essays, especially from the 1990s…

Computation and Language · Computer Science 2020-04-20 Neslihan Suzen , Alexander Gorban , Jeremy Levesley , Evgeny Mirkes

Automatic scoring engines have been used for scoring approximately fifteen million test-takers in just the last three years. This number is increasing further due to COVID-19 and the associated automation of education and testing. Despite…

Computation and Language · Computer Science 2021-11-16 Anubha Kabra , Mehar Bhatia , Yaman Kumar , Junyi Jessy Li , Rajiv Ratn Shah
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