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Large language models (LLMs) have recently reshaped Automated Essay Scoring (AES), yet prior studies typically examine individual techniques in isolation, limiting understanding of their relative merits for English as a Second Language (L2)…

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)…

计算与语言 · 计算机科学 2025-10-13 Keno Harada , Lui Yoshida , Takeshi Kojima , Yusuke Iwasawa , Yutaka Matsuo

As Automated Essay Scoring (AES) systems are increasingly used in high-stakes educational settings, concerns regarding algorithmic bias against English as a Second Language (ESL) learners have increased. Current Transformer-based regression…

计算与语言 · 计算机科学 2026-01-26 Kevin Fan , Eric Yun

The ability to revise essays in response to feedback is important for students' writing success. An automated writing evaluation (AWE) system that supports students in revising their essays is thus essential. We present eRevise+RF, an…

计算与语言 · 计算机科学 2025-01-03 Zhexiong Liu , Diane Litman , Elaine Wang , Tianwen Li , Mason Gobat , Lindsay Clare Matsumura , Richard Correnti

Spreadsheets are one of the most widely used tools for end users. As a result, spreadsheets such as Excel are now included in many curricula. However, digital solutions for assessing spreadsheet assignments are still scarce in the teaching…

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…

计算与语言 · 计算机科学 2024-04-25 Maja Stahl , Leon Biermann , Andreas Nehring , Henning Wachsmuth

Automated writing evaluation systems can improve students' writing insofar as students attend to the feedback provided and revise their essay drafts in ways aligned with such feedback. Existing research on revision of argumentative writing…

计算与语言 · 计算机科学 2021-07-16 Tazin Afrin , Elaine Wang , Diane Litman , Lindsay C. Matsumura , Richard Correnti

Automated essay scoring (AES) is a useful tool in English as a Foreign Language (EFL) writing education, offering real-time essay scores for students and instructors. However, previous AES models were trained on essays and scores irrelevant…

计算与语言 · 计算机科学 2025-06-12 Haneul Yoo , Jieun Han , So-Yeon Ahn , Alice Oh

This study illustrates how incorporating feedback-oriented annotations into the scoring pipeline can enhance the accuracy of automated essay scoring (AES). This approach is demonstrated with the Persuasive Essays for Rating, Selecting, and…

计算与语言 · 计算机科学 2025-09-03 Christopher Ormerod

Automated essay scoring (AES) is gaining increasing attention in the education sector as it significantly reduces the burden of manual scoring and allows ad hoc feedback for learners. Natural language processing based on machine learning…

计算与语言 · 计算机科学 2022-02-15 Sabrina Ludwig , Christian Mayer , Christopher Hansen , Kerstin Eilers , Steffen Brandt

The objective of this study is to improve automated feedback tools designed for English Language Learners (ELLs) through the utilization of data science techniques encompassing machine learning, natural language processing, and educational…

计算与语言 · 计算机科学 2024-01-12 Jiaxin Huang , Xinyu Zhao , Chang Che , Qunwei Lin , Bo Liu

This study aims to develop an adaptive learning platform that leverages generative AI to automate assessment creation and feedback delivery. The platform provides self-correcting tests and personalised feedback that adapts to each learners…

人机交互 · 计算机科学 2025-11-07 Riya Gill , Ievgeniia Kuzminykh , Maher Salem , Bogdan Ghita

Automated Essay Scoring (AES) is a cross-disciplinary effort involving Education, Linguistics, and Natural Language Processing (NLP). The efficacy of an NLP model in AES tests it ability to evaluate long-term dependencies and extrapolate…

计算与语言 · 计算机科学 2021-03-01 Christopher M Ormerod , Akanksha Malhotra , Amir Jafari

Automated Essay scoring has been explored as a research and industry problem for over 50 years. It has drawn a lot of attention from the NLP community because of its clear educational value as a research area that can engender the creation…

计算与语言 · 计算机科学 2023-11-14 Yann Hicke , Tonghua Tian , Karan Jha , Choong Hee Kim

Large language models (LLMs) are fluent but largely static after pre-training; new or shifting knowledge is typically added with retrieval-augmented generation (RAG) or fine-tuning. RAG raises latency and engineering overhead and often…

人工智能 · 计算机科学 2025-12-23 Rimom Costa

We present the design and evaluation of a web-based intelligent writing assistant that helps students recognize their revisions of argumentative essays. To understand how our revision assistant can best support students, we have implemented…

人机交互 · 计算机科学 2021-07-16 Tazin Afrin , Omid Kashefi , Christopher Olshefski , Diane Litman , Rebecca Hwa , Amanda Godley

This study examines the effect of grammatical features in automatic essay scoring (AES). We use two kinds of grammatical features as input to an AES model: (1) grammatical items that writers used correctly in essays, and (2) the number of…

计算与语言 · 计算机科学 2024-06-14 Kosuke Doi , Katsuhito Sudoh , Satoshi Nakamura

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,…

计算与语言 · 计算机科学 2021-12-23 Mike Hardy

Despite growing interest in using LLMs to generate feedback on students' writing, little is known about how students respond to AI-mediated versus human-provided feedback. We address this gap through a randomized controlled trial in a large…

人机交互 · 计算机科学 2026-02-25 Xinyi Lu , Kexin Phyllis Ju , Mitchell Dudley , Larissa Sano , Xu Wang

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…

计算与语言 · 计算机科学 2023-07-13 You-Jin Jong , Yong-Jin Kim , Ok-Chol Ri
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