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Automatically assessing question quality is crucial for educators as it saves time, ensures consistency, and provides immediate feedback for refining teaching materials. We propose a novel methodology called STRIVE (Structured Thinking and…

Computation and Language · Computer Science 2025-04-09 Aniket Deroy , Subhankar Maity

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

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

Scientific writing is a challenging task, particularly for novice researchers who often rely on feedback from experienced peers. Recent work has primarily focused on improving surface form and style rather than manuscript content. In this…

Computation and Language · Computer Science 2024-06-05 Eric Chamoun , Michael Schlichktrull , Andreas Vlachos

Automated methods are becoming increasingly integrated into studies of formative feedback on students' science explanation writing. Most of this work, however, addresses students' responses to short answer questions. We investigate…

Computation and Language · Computer Science 2024-04-19 Mahsa Sheikhi Karizaki , Dana Gnesdilow , Sadhana Puntambekar , Rebecca J. Passonneau

Students frequently make mistakes while solving mathematical problems, and traditional error correction methods are both time-consuming and labor-intensive. This paper introduces an innovative \textbf{V}irtual \textbf{A}I \textbf{T}eacher…

Computer Vision and Pattern Recognition · Computer Science 2024-12-10 Tianlong Xu , Yi-Fan Zhang , Zhendong Chu , Shen Wang , Qingsong Wen

We describe a method of automatic feedback provision for students learning programming and computational methods in Python. We have implemented, used and refined this system since 2009 for growing student numbers, and summarise the design…

Computers and Society · Computer Science 2015-09-14 Hans Fangohr , Neil O'Brien , Anil Prabhakar , Arti Kashyap

Producing large volumes of high-quality, timely feedback poses significant challenges to instructors. To address this issue, automation technologies-particularly Large Language Models (LLMs)-show great potential. However, current LLM-based…

Human-Computer Interaction · Computer Science 2025-05-09 Jie Cao , Chloe Qianhui Zhao , Xian Chen , Shuman Wang , Christian Schunn , Kenneth R. Koedinger , Jionghao Lin

The use of new technologies in higher education has surprisingly emphasized students' tendency to adopt a passive behavior in class. Participation and interaction of students are essential to improve academic results. This paper describes…

Automatic evaluation with large language models, commonly known as LLM-as-a-judge, is now standard across reasoning and alignment tasks. Despite evaluating many samples in deployment, these evaluators typically (i) treat each case…

Computation and Language · Computer Science 2025-12-09 Seungyeon Jwa , Daechul Ahn , Reokyoung Kim , Dongyeop Kang , Jonghyun Choi

Automatic essay grading (AEG) is a process in which machines assign a grade to an essay written in response to a topic, called the prompt. Zero-shot AEG is when we train a system to grade essays written to a new prompt which was not present…

Computation and Language · Computer Science 2021-02-23 Sandeep Mathias , Rudra Murthy , Diptesh Kanojia , Pushpak Bhattacharyya

We present an annotation approach to capturing emotional and cognitive empathy in student-written peer reviews on business models in German. We propose an annotation scheme that allows us to model emotional and cognitive empathy scores…

Computation and Language · Computer Science 2021-06-01 Thiemo Wambsganss , Christina Niklaus , Matthias Söllner , Siegfried Handschuh , Jan Marco Leimeister

In a real-world RAG system, the current query often involves spoken ellipses and ambiguous references from dialogue contexts, necessitating query rewriting to better describe user's information needs. However, traditional context-based…

Computation and Language · Computer Science 2024-12-20 Yujing Wang , Hainan Zhang , Liang Pang , Binghui Guo , Hongwei Zheng , Zhiming Zheng

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

Recent advances in Large Language Models(LLMs) have enabled strong performance in long-form writing, but current training paradigms remain limited: Supervised Fine-Tuning (SFT) remains constrained by data saturation and performance…

Computation and Language · Computer Science 2026-04-21 Xuanyu Lei , Chenliang Li , Yuning Wu , Kaiming Liu , Weizhou Shen , Peng Li , Ming Yan , Fei Huang , Ya-Qin Zhang , Yang Liu

This study investigates the use of generative AI to support formative assessment through machine generated reviews of peer reviews in graduate online courses in a public university in the United States. Drawing on Systemic Functional…

Artificial Intelligence · Computer Science 2025-09-19 Gabriela C. Zapata , Bill Cope , Mary Kalantzis , Duane Searsmith

The dynamic nature of interactions between students and GenAI, as well as their relationship to writing quality, remains underexplored. While most research has examined how general-purpose GenAI can support writing, fewer studies have…

Computers and Society · Computer Science 2025-12-10 Wicaksono Febriantoro , Qi Zhou , Wannapon Suraworachet , Sahan Bulathwela , Andrea Gauthier , Eva Millan , Mutlu Cukurova

Effective software testing is critical for producing reliable and secure software, yet many computer science students struggle to master the foundational concepts required to construct comprehensive test suites. While automated feedback…

Software Engineering · Computer Science 2025-10-02 Shiza Andleeb , Teo Mendoza , Lucas Cordova , Gursimran Walia , Jeffrey C. Carver

Large language models are increasingly deployed as autonomous agents that must plan, act, and recover from mistakes through long-horizon interaction with environments that provide rich feedback. However, prevailing outcome-driven…

Artificial Intelligence · Computer Science 2026-03-18 Rui Ge , Yichao Fu , Yuyang Qian , Junda Su , Yiming Zhao , Peng Zhao , Hao Zhang

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…

Computers and Society · Computer Science 2023-11-21 Sören Aguirre Reid , Frank Kammer , Jonas-Ian Kuche , Pia-Doreen Ritzke , Markus Siepermann , Max Stephan , Armin Wagenknecht