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This paper introduces a novel perspective on the automated essay scoring (AES) task, challenging the conventional view of the ASAP dataset as a static entity. Employing simple text denoising techniques using prompting, we explore the…

Computation and Language · Computer Science 2024-02-27 Jungyeul Park , Mengyang Qiu

MOS (Mean Opinion Score) is a subjective method used for the evaluation of a system's quality. Telecommunications (for voice and video), and speech synthesis systems (for generated speech) are a few of the many applications of the method.…

Audio and Speech Processing · Electrical Eng. & Systems 2022-04-26 Bálint Gyires-Tóth , Csaba Zainkó

With the recent rapid increase in digitization across all major industries, acquiring programming skills has increased the demand for introductory programming courses. This has further resulted in universities integrating programming…

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…

Artificial Intelligence · Computer Science 2024-08-26 Pritam Sil , Parag Chaudhuri , Bhaskaran Raman

Automated Essay Scoring (AES) plays a crucial role in education by providing scalable and efficient assessment tools. However, in real-world settings, the extreme scarcity of labeled data severely limits the development and practical…

Computation and Language · Computer Science 2026-02-03 Hongseok Choi , Serynn Kim , Wencke Liermann , Jin Seong , Jin-Xia Huang

The performance of Large Language Models (LLMs) is highly sensitive to the prompts they are given. Drawing inspiration from the field of prompt optimization, this study investigates the potential for enhancing Automated Essay Scoring (AES)…

Computation and Language · Computer Science 2025-10-13 Keno Harada , Lui Yoshida , Takeshi Kojima , Yusuke Iwasawa , Yutaka Matsuo

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

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

Automated Essay Scoring (AES) is crucial for modern education, particularly with the increasing prevalence of multimodal assessments. However, traditional AES methods struggle with evaluation generalizability and multimodal perception,…

Computation and Language · Computer Science 2025-05-21 Jiamin Su , Yibo Yan , Zhuoran Gao , Han Zhang , Xiang Liu , Xuming Hu

Automated short-answer scoring lags other LLM applications. We meta-analyze 890 culminating results across a systematic review of LLM short-answer scoring studies, modeling the traditional effect size of Quadratic Weighted Kappa (QWK) with…

Computation and Language · Computer Science 2026-03-27 Michael Hardy

Automatic speech recognition (ASR) system is becoming a ubiquitous technology. Although its accuracy is closing the gap with that of human level under certain settings, one area that can further improve is to incorporate user-specific…

Computation and Language · Computer Science 2020-05-05 Young Mo Kang , Yingbo Zhou

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…

Computation and Language · Computer Science 2022-05-10 Xinyu Wang , Yohan Lee , Juneyoung Park

In this work, we propose an automated method to identify semantic bugs in student programs, called ATAS, which builds upon the recent advances in both symbolic execution and active learning. Symbolic execution is a program analysis…

Software Engineering · Computer Science 2018-04-17 Ishan Rastogi , Aditya Kanade , Shirish Shevade

Manually grading the Response to Text Assessment (RTA) is labor intensive. Therefore, an automatic method is being developed for scoring analytical writing when the RTA is administered in large numbers of classrooms. Our long-term goal is…

Computation and Language · Computer Science 2020-02-26 Haoran Zhang , Diane Litman

Developments in the educational landscape have spurred greater interest in the problem of automatically scoring short answer questions. A recent shared task on this topic revealed a fundamental divide in the modeling approaches that have…

Assessment of learning in higher education is a critical concern to policy makers, educators, parents, and students. And, doing so appropriately is likely to require including constructed response tests in the assessment system. We examined…

Applications · Statistics 2008-12-18 Stephen P. Klein

Research towards creating systems for automatic grading of student answers to quiz and exam questions in educational settings has been ongoing since 1966. Over the years, the problem was divided into many categories. Among them, grading…

Computation and Language · Computer Science 2021-09-28 Mithun Thakkar

The advancement of artificial-intelligence driven autonomous experiments demands physics-based modeling and decision-making processes, not only to improve the accuracy of the experimental trajectory but also to increase trust by allowing…

Soft Condensed Matter · Physics 2025-06-18 Duncan R. Sutherland , Rachel Ford , Yun Liu , Tyler B. Martin , Peter A. Beaucage

Automated text scoring (ATS) tasks, such as automated essay scoring and readability assessment, are important educational applications of natural language processing. Due to their interpretability of models and predictions, traditional…

Computation and Language · Computer Science 2021-04-09 Hitoshi Manabe , Masato Hagiwara

Research on automated essay scoring has become increasing important because it serves as a method for evaluating students' written-responses at scale. Scalable methods for scoring written responses are needed as students migrate to online…

Computation and Language · Computer Science 2023-04-17 Tahereh Firoozi , Hamid Mohammadi , Mark J. Gierl