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This study addresses the challenges of tracking and analyzing students' learning trajectories, particularly the issue of inadequate knowledge coverage in course assessments. Traditional assessment tools often fail to fully cover course…

Computers and Society · Computer Science 2025-04-17 Yu-Hxiang Chen , Ju-Shen Huang , Jia-Yu Hung , Chia-Kai Chang

Large language models (LLMs) have shown impressive capabilities across a wide range of language tasks. However, their reasoning process is primarily guided by statistical patterns in training data, which limits their ability to handle novel…

Artificial Intelligence · Computer Science 2025-08-21 Hong Su

Large Language Models (LLMs) demonstrate remarkable capabilities in replicating human tasks and boosting productivity. However, their direct application for data extraction presents limitations due to a prioritisation of fluency over…

Computation and Language · Computer Science 2024-06-13 Aman Ahluwalia , Suhrud Wani

Large language models (LLMs) have demonstrated rapid progress across a wide array of domains. Owing to the very large number of parameters and training data in LLMs, these models inherently encompass an expansive and comprehensive materials…

Materials Science · Physics 2024-11-20 Siyu Liu , Tongqi Wen , A. S. L. Subrahmanyam Pattamatta , David J. Srolovitz

Conventional predictive modeling of parametric relationships in manufacturing processes is limited by the subjectivity of human expertise and intuition on the one hand and by the cost and time of experimental data generation on the other…

Computation and Language · Computer Science 2025-06-26 Kiarash Naghavi Khanghah , Anandkumar Patel , Rajiv Malhotra , Hongyi Xu

In the information era, how learners find, evaluate, and effectively use information has become a challenging issue, especially with the added complexity of large language models (LLMs) that have further confused learners in their…

Information Retrieval · Computer Science 2025-01-07 Yiming Luo , Patrick Cheong-Iao Pang , Shanton Chang

Large language models (LLMs) have grown in their usage to provide support for question answering across numerous disciplines. The models on their own have already shown promise for answering basic questions, however fail quickly where…

Information Retrieval · Computer Science 2025-04-15 David Brett , Anniek Myatt

Large language models (LLMs) are rapidly changing how researchers in materials science and chemistry discover, organize, and act on scientific knowledge. This paper analyzes a broad set of community-developed LLM applications in an effort…

Materials Science · Physics 2026-05-06 Aritra Roy , Kevin Shen , Andrew MacBride , Awwal Oladipupo , Mudassra Taskeen , Wojtek Treyde , Ruaa A. E. A. Abakar , Ahmad D. Abbas , Elsayed Abdelfatah , Abbas A. Abdullahi , Seham S. Abyah , Chahd Rahyl Adjmi , Fariha Agbere , Savyasanchi Aggarwal , Muhammad Ahmed , Tasnim Ahmed , Motasem Ajlouni , Mattias Akke , Hussein AlAdwan , Anwaar S. Alazani , Zahra A. Alharbi , Wajd A. Aljulyhi , Mohammed A. AlKubaish , Fatima A. Almahri , Sayed A. Almohri , David Obeh Alobo , Mohammed Alouni , Azizah S. Alqahtani , Omar Alsaigh , Husain Althagafi , Md. Aqib Aman , Lena Ara , Arifin , Ignacio Arretche , Abdulaziz Ashy , Syeda A. Asim , Amro Aswad , Adeel Atta , Sören Auer , Abdullah al Azmi , Toheeb Balogun , Suvo Banik , Viktoriia Baibakova , Shakira A. Baksh , Neus G. Bastús , Christina J. Bayard , Adib Bazgir , Louis Beal , Lejla Biberić , Wahid Billah , Ankita Biswas , Joshua Bocarsly , Montassar T. Bouzidi , Esma B. Boydas , Youssef Briki , Cailin Buchanan , Mauricio Cafiero , Damien Caliste , Yi Cao , Rafael E. Castañeda , Sruthy K. Chandy , Benjamin Charmes , Shayantan Chaudhuri , Yiming Chen , Alexander Chen , Jieneng Chen , Min-Hsueh Chiu , Defne Circi , Cinthya H. Contreras , Yoann Cure , Nathan Daelman , Roshini Dantuluri , Thomas Davy , William Dawson , Leonid Didukh , Rui Ding , Aminu R. Doguwa , Claudia Draxl , Sathya Edamadaka , Oulaya Elargab , Christina Ertural , Matthew L. Evans , Edvin Fako , Hossam Farag , Nur A. Fathurrahman , Merve Fedai , Rodrigo P. Ferreira , Giuseppe Fisicaro , Thomas Frank , Sasi K. Gaddipati , Abhijeet Gangan , Jennifer Garland , James Garrick , Luigi Genovese , Maryam Ghadrdran , Sandip Giri , Maxime Goulet , Jeremy Goumaz , Sara U. Gracia , Jacob Graham , Gabriel Graves , Kevin P. Greenman , Tim Greitemeier , Cameron Gruich , Sophie Gu , Salomé Guilbert , Hans Gundlach , Muriel F. Gusta , Mourad El Haddaoui , Alexander J. Haibel , Anubhab Haldar , Vehaan Handa , Hassan Harb , Nathan D. Harms , Abdullah Al Hasan , Abir Hassan , Qiyao He , Andrés Henao-Aristizábal , Bram Hoex , Sungil Hong , Alexander J. Horvath , Md. Shaib Hossain , Yanqi Huang , Yuqing Huang , Kostiantyn Hubaiev , Donald Intal , Katherine Inzani , Kevin Ishimwe , Tugba Isik , Gopal R. Iyer , Katharina Jager , Jan Janssen , Hyewon Jeong , Michael Jirasek , Tyler R. Josephson , Nisarg Joshi , Yassir Ben Kacem , Remya A. M. Kalapurakal , Rakesh R. Kamath , Sugan Kanagasenthinathan , Dohun Kang , Jason Kantorow , Kübra Kaygisiz , Murat Keceli , Farhana Keya , Muhammad U. Khan , Sartaaj Takrim Khan , Hyungjun Kim , Alexander Kister , Sascha Klawohn , Collin Kovacs , Pranav Krishnan , Maurycy Kryzanowski , Ritesh Kumar , Suman Kumari , Gourav Kumbhojkar , Ryo Kuroki , Shashank Kushwaha , Magdalena Lederbauer , Jaejun Lee , Seunghan Lee , Jeonghwan Lee , Bingcan Li , Calvin Li , Zhanzhao Li , Shi Li , Shicheng Li , Chengyan Liu , Hao Liu , Tung Yan Liu , Yutong Liu , Lucia Vina-Lopez , Chayaphol Lortaraparsert , Andre K. Y. Low , Saffron Luxford , Carlos Madariaga , Rishikesh Magar , Piyush R. Maharana , Rahul Mallela , Shoaib Mahmud , Natesan Mani , Umair Mansoor , Omar B. Mansour , Cassandra Masschelein , Kinga O. Mastej , Ankit Mathanker , Jeffrey Meng , Omran Mezghani , Yidong Ming , Rishav Mitra , Michail Mitsakis , Matthew Miyagishima , Ravikumar Mohan , Naveen R. Mohanraj , Trupti Mohanty , Bernadette Mohr , Francisco A. Molina-Bakhos , Jeremy Monat , Seyed Mohamad Moosavi , Shayan Mousavi , Arman Moussavi , Rubel Mozumber , Muhammad J. Mufti , Diyana Muhammed , Ram Munde , Mrigi Munjal , José A. Márquez , Shankha Nag , Giacomo Nagaro , Juno Nam , Jose M. Napoles-Duarte , Ry Nduma , Xuan-Vu Nguyen , Ebrahim Norouzi , Oluwatosin Ohiro , Ryotaro Okabe , Viejay Ordillo , Shuichiro Ozawa , Sebastian Pagel , Daniel Palmer , Angela Pan , Akash Pandey , Vivek Pandit , Prakul Pandit , Chiku Parida , Jaehee Park , Hyunsoo Park , Hemangi Patel , Shakul Pathak , Taradutt Pattnaik , Elena Patyukova , Noah Paulson , Deepak S. Pendyala , Erick S. Pepek , Martin H. Petersen , Thang D. Pham , Aniket Phutane , Sabila K. Pinky , Étienne Polack , Alison Polasik , Maria Politi , Tim Pongratz , Akhila Ponugoti , Fabio Priante , Thomas Michael Pruyn , Sai S. Puppala , Mohammad A. Qazi , Heike Quosdorf , Gollam Rabby , Mohammad J. Raei , Md. Habibur Rahman , A. B. M. Ashikur Rahman , Subhashree Rajasekaran , Tawfiqur Rakib , Hemanth N. Ramesh , Vrushali Ranadive , Karnamohit Ranka , Bojana Rankovic , Adwaith Ravichandran , Ilija Rašović , Sergei Rigin , Tatem Rios , Varun Rishi , Victor Naden Robinson , Lucas S. Rodrigues , Oswaldo Rodriguez , Mahule Roy , Diptendu Roy , Subhas Roy , Arokia Anto Royan M , Joseph F. Rudzinski , Muhammad Sabih , Subramanyam Sahoo , Srusti Bheem Sain , Thahira Saliya , Vignesh Sampath , Jesus Diaz Sanchez , Arthur S. S. Santos , Muliady Satria , Hasan M. Sayeed , Jörg Schaarschmidt , Philippe Schwaller , Nofit Segal , Abhishec Senthilvel , Sherjeel Shabih , Devanshu Shah , Faezeh Shahmoradi , Samiha Sharlin , Killian Sheriff , Qiuyu Shi , Abubakar D. Shuaibu , Ayesha Siddiqua , M. A. Shadab Siddiqui , Darian Smalley , Benjamin Smith , Taylor D. Sparks , Daniel T. Speckhard , Elena Stojanovska , Akshay Subramanian , Jiwon Sun , Yunkai Sun , Abdul W. Syed , Souvik Ta , Izumi Takahara , Kelly Tallau , Guannan Tang , Ans B. Tariq , Sui X. Tay , Nurlybek Temirbay , Surya P. Tiwari , Febin Tom , Tajah Trapier , Kasidet J. Trerayapiwat , Samanvya Tripathi , Hawra H. Tuhaifa , Mustafa Unal , Mohammad Uzair , Vallabh Vasudevan , Estefania Vazquez , Victor Venturi , Rahul Verma , Ashwini Verma , Alvaro Vazquez-Mayagoitia , Nicholas Wagner , Araki Wakiuchi , Hao Wan , Liaoyaqi Wang , Wolfgang Wenzel , Alexander Wieczorek , Sze H. Wong , Yue Wu , Tong Xie , Andrew Yi , Ziqi Yin , Jodie A. Yuwono , Nahed A. Zaid , Mohd Zaki , Shehtab Zaman , Maimuna U. Zarewa , Mahtab Zehtab , Baosen Zhang , Wenyu Zhang , Melody Zhang , Yangfan Zhang , Yuwen Zhang , Runze Zhang , Zongmin Zhang , Huanhuan Zhao , Yuanlong Bill Zheng , Ramzi Zidani , Xue Zong , Ian Foster , Ben Blaiszik

With the exponential increase in online scientific literature, identifying reliable domain-specific data has become increasingly important but also very challenging. Manual data collection and filtering for domain-specific scientific…

Information Retrieval · Computer Science 2026-03-10 Nikita Gautam , Doina Caragea , Ignacio Ciampitti , Federico Gomez

Recent regulatory initiatives like the European AI Act and relevant voices in the Machine Learning (ML) community stress the need to describe datasets along several key dimensions for trustworthy AI, such as the provenance processes and…

Digital Libraries · Computer Science 2024-05-27 Joan Giner-Miguelez , Abel Gómez , Jordi Cabot

Large language models (LLMs) are introducing a paradigm shift in molecular discovery by enabling text-guided interaction with chemical spaces through natural language, symbolic notations, with emerging extensions to incorporate multi-modal…

Machine Learning · Computer Science 2025-05-23 Ziqing Wang , Kexin Zhang , Zihan Zhao , Yibo Wen , Abhishek Pandey , Han Liu , Kaize Ding

Information technology has profoundly altered the way humans interact with information. The vast amount of content created, shared, and disseminated online has made it increasingly difficult to access relevant information. Over the past two…

Information Retrieval · Computer Science 2025-04-14 Yu Zhang , Shutong Qiao , Jiaqi Zhang , Tzu-Heng Lin , Chen Gao , Yong Li

In recent years, the rapid advancement of Large Language Models (LLMs) has transformed the landscape of scientific research, offering unprecedented support across various stages of the research cycle. This paper presents the first…

Computation and Language · Computer Science 2025-01-09 Ziming Luo , Zonglin Yang , Zexin Xu , Wei Yang , Xinya Du

Large Language Models (LLMs) are rapidly reshaping scientific research. We analyze these changes in multiple, large-scale datasets with 2.1M preprints, 28K peer review reports, and 246M online accesses to scientific documents. We find: 1)…

Digital Libraries · Computer Science 2026-01-21 Keigo Kusumegi , Xinyu Yang , Paul Ginsparg , Mathijs de Vaan , Toby Stuart , Yian Yin

The paper underscores the significance of Large Language Models (LLMs) in reshaping recommender systems, attributing their value to unique reasoning abilities absent in traditional recommenders. Unlike conventional systems lacking direct…

Information Retrieval · Computer Science 2024-03-20 Arpita Vats , Vinija Jain , Rahul Raja , Aman Chadha

Recent work exploring the capabilities of pre-trained large language models (LLMs) has demonstrated their ability to act as general pattern machines by completing complex token sequences representing a wide array of tasks, including…

Computers and Society · Computer Science 2024-03-25 Seyed Parsa Neshaei , Richard Lee Davis , Adam Hazimeh , Bojan Lazarevski , Pierre Dillenbourg , Tanja Käser

Large Language Models (LLMs) show great promise as a powerful tool for scientific literature exploration. However, their effectiveness in providing scientifically accurate and comprehensive answers to complex questions within specialized…

This guide introduces Large Language Models (LLM) as a highly versatile text analysis method within the social sciences. As LLMs are easy-to-use, cheap, fast, and applicable on a broad range of text analysis tasks, ranging from text…

Computation and Language · Computer Science 2023-07-26 Petter Törnberg

Artificial intelligence (AI) has a profound impact on traditional education. In recent years, large language models (LLMs) have been increasingly used in various applications such as natural language processing, computer vision, speech…

Computation and Language · Computer Science 2024-05-24 Hanyi Xu , Wensheng Gan , Zhenlian Qi , Jiayang Wu , Philip S. Yu

Efficient and accurate information extraction from scientific papers is significant in the rapidly developing human-computer interaction research in the literature review process. Our paper introduces and analyses a new information…

Human-Computer Interaction · Computer Science 2024-03-28 Neda Taghizadeh Serajeh , Iman Mohammadi , Vittorio Fuccella , Mattia De Rosa