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Expert-level scientific reasoning remains challenging for large language models, particularly on benchmarks such as Humanity's Last Exam (HLE), where rigid tool pipelines, brittle multi-agent coordination, and inefficient test-time scaling…

Artificial Intelligence · Computer Science 2026-02-05 Zhentao Tang , Yuqi Cui , Shixiong Kai , Wenqian Zhao , Ke Ye , Xing Li , Anxin Tian , Zehua Pei , Hui-Ling Zhen , Shoubo Hu , Xiaoguang Li , Yunhe Wang , Mingxuan Yuan

This Research Full Paper explores automatic identification of ineffective learning questions in the context of large-scale computer science classes. The immediate and accurate identification of ineffective learning questions opens the door…

Human-Computer Interaction · Computer Science 2019-03-12 Qiang Hao , April Galyardt , Bradley Barnes , Robert Maribe Branch , Ewan Wright

Reflection is a critical aspect of the learning process. However, educational games tend to focus on supporting learning concepts rather than supporting reflection. While reflection occurs in educational games, the educational game design…

Human-Computer Interaction · Computer Science 2020-06-22 Jennifer Villareale , Colan F. Biemer , Magy Seif El-Nasr , Jichen Zhu

Throughout this project, we have attempted to develop an automatic evaluator that determines whether Basque language compositions meet the C1 level. To achieve our goal, we obtained 10,000 transcribed compositions through an agreement…

Computation and Language · Computer Science 2025-03-05 Ekhi Azurmendi , Oier Lopez de Lacalle

Readability assessment aims to automatically classify text by the level appropriate for learning readers. Traditional approaches to this task utilize a variety of linguistically motivated features paired with simple machine learning models.…

Computation and Language · Computer Science 2020-08-04 Tovly Deutsch , Masoud Jasbi , Stuart Shieber

Recent research has investigated the problem of detecting machine-generated essays for academic purposes. To address this challenge, this research utilizes pre-trained, transformer-based models fine-tuned on Arabic and English academic…

Computation and Language · Computer Science 2025-01-13 Mohammad AL-Smadi

We present an extended comparison of contextualized language models for Hungarian. We compare huBERT, a Hungarian model against 4 multilingual models including the multilingual BERT model. We evaluate these models through three tasks,…

Computation and Language · Computer Science 2021-02-23 Judit Ács , Dániel Lévai , Dávid Márk Nemeskey , András Kornai

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…

Computation and Language · Computer Science 2023-11-14 Yann Hicke , Tonghua Tian , Karan Jha , Choong Hee Kim

Essays as a form of assessment test student knowledge on a deeper level than short answer and multiple-choice questions. However, the manual evaluation of essays is time- and labor-consuming. Automatic clustering of essays, or their…

Computation and Language · Computer Science 2021-04-26 Li-Hsin Chang , Iiro Rastas , Sampo Pyysalo , Filip Ginter

This paper presents a comprehensive evaluation of the performance of state-of-the-art Large Language Models (LLMs) on challenging university-level algorithms exams. By testing multiple models on both a Romanian exam and its high-quality…

Computation and Language · Computer Science 2025-06-06 Adrian Marius Dumitran , Theodor-Pierre Moroianu , Vasile Paul Alexe

This paper presents a set of industrial-grade text processing models for Hungarian that achieve near state-of-the-art performance while balancing resource efficiency and accuracy. Models have been implemented in the spaCy framework,…

Computation and Language · Computer Science 2023-08-25 György Orosz , Gergő Szabó , Péter Berkecz , Zsolt Szántó , Richárd Farkas

The growing use of generative AI tools like ChatGPT has raised urgent concerns about their impact on student learning, particularly the potential erosion of critical thinking and creativity. As students increasingly turn to these tools to…

Computers and Society · Computer Science 2025-04-01 Muhammad Sajjad Akbar

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…

Computation and Language · Computer Science 2022-02-15 Sabrina Ludwig , Christian Mayer , Christopher Hansen , Kerstin Eilers , Steffen Brandt

With the rapid development of deep learning technologies, the field of machine translation has witnessed significant progress, especially with the advent of large language models (LLMs) that have greatly propelled the advancement of…

Computation and Language · Computer Science 2025-04-22 Jiaxin GUO , Xiaoyu Chen , Zhiqiang Rao , Jinlong Yang , Zongyao Li , Hengchao Shang , Daimeng Wei , Hao Yang

Task requirements (TRs) writing is an important question type in Key English Test and Preliminary English Test. A TR writing question may include multiple requirements and a high-quality essay must respond to each requirement thoroughly and…

Computation and Language · Computer Science 2021-07-19 Shiting Xu , Guowei Xu , Peilei Jia , Wenbiao Ding , Zhongqin Wu , Zitao Liu

Evaluating the capability of Large Language Models (LLMs) in following instructions has heavily relied on a powerful LLM as the judge, introducing unresolved biases that deviate the judgments from human judges. In this work, we reevaluate…

Computation and Language · Computer Science 2025-03-26 Xinxi Lyu , Yizhong Wang , Hannaneh Hajishirzi , Pradeep Dasigi

Educational illustrations play a central role in communicating abstract concepts, yet current multimodal large language models (MLLMs) remain limited in producing pedagogically coherent and semantically consistent educational visuals. We…

Artificial Intelligence · Computer Science 2025-11-25 Zhenyu Wu , Jian Li , Hua Huang

The rapid integration of generative artificial intelligence (GenAI) technology into education necessitates precise measurement of GenAI literacy to ensure that learners and educators possess the skills to engage with and critically evaluate…

Human-Computer Interaction · Computer Science 2024-11-20 Yueqiao Jin , Roberto Martinez-Maldonado , Dragan Gašević , Lixiang Yan

Automated scoring of student work at scale requires balancing accuracy against cost and latency. In "cascade" systems, small language models (LMs) handle easier scoring tasks while escalating harder ones to larger LMs -- but the challenge…

Computers and Society · Computer Science 2026-04-23 Tyler Burleigh

We studied the impact of metacognitive reflections on recently completed work as a way to improve the retention of newly-learned problem-solving techniques. Students video-recorded themselves talking through problems immediately after…

Physics Education · Physics 2022-09-05 Aaron Reinhard , Alex Felleson , Paula Turner , Maxwell Green
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