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Autonomous scientific discovery with large language model (LLM)-based agents has recently made substantial progress, demonstrating the ability to automate end-to-end research workflows. However, existing systems largely rely on…

Computational Engineering, Finance, and Science · Computer Science 2026-01-29 Tengyue Xu , Zhuoyang Qian , Gaoge Liu , Li Ling , Zhentao Zhang , Biao Wu , Shuo Zhang , Ke Lu , Wei Shi , Ziqi Wang , Zheng Feng , Yan Luo , Shu Xu , Yongjin Chen , Zhibo Feng , Zhuo Chen , Bruce Yuan , Harry Wang , Kris Chen

This paper delves into the capabilities of large language models (LLMs), specifically focusing on advancing the theoretical comprehension of chain-of-thought prompting. We investigate how LLMs can be effectively induced to generate a…

Computation and Language · Computer Science 2024-06-07 Rasul Tutunov , Antoine Grosnit , Juliusz Ziomek , Jun Wang , Haitham Bou-Ammar

With recent advances in large language models (LLMs), the concept of automatically generating children's educational materials has become increasingly realistic. Working toward the goal of age-appropriate simplicity in generated educational…

Computation and Language · Computer Science 2023-10-31 Maria Valentini , Jennifer Weber , Jesus Salcido , Téa Wright , Eliana Colunga , Katharina Kann

Large language models (LLMs) have reshaped the research landscape by enabling new approaches to knowledge retrieval and creative ideation. Yet their application in discipline-specific experimental science, particularly in highly…

Machine Learning · Computer Science 2025-08-12 Rachel K. Luu , Jingyu Deng , Mohammed Shahrudin Ibrahim , Nam-Joon Cho , Ming Dao , Subra Suresh , Markus J. Buehler

In traditional innovation practices, concept and IP generation are often iteratively integrated. Both processes demand an intricate understanding of advanced technical domain knowledge. Existing large language models (LLMs), while…

Computation and Language · Computer Science 2025-04-09 Runtao Ren , Jian Ma , Jianxi Luo

In recent years, large language models (LLMs) have made remarkable achievements in various domains. However, the untimeliness and cost of knowledge updates coupled with hallucination issues of LLMs have curtailed their applications in…

Machine Learning · Computer Science 2024-05-31 Chunjing Gan , Dan Yang , Binbin Hu , Hanxiao Zhang , Siyuan Li , Ziqi Liu , Yue Shen , Lin Ju , Zhiqiang Zhang , Jinjie Gu , Lei Liang , Jun Zhou

Language has long been conceived as an essential tool for human reasoning. The breakthrough of Large Language Models (LLMs) has sparked significant research interest in leveraging these models to tackle complex reasoning tasks. Researchers…

Artistic inspiration often emerges from language that is open to interpretation. This paper explores the use of AI-generated poetic lines as stimuli for creativity. Through analysis of two generative AI approaches--lines generated by Long…

Computation and Language · Computer Science 2025-06-17 Olga Vechtomova

Large Language Models (LLMs) have revolutionized natural language processing with their remarkable capabilities in text generation and reasoning. However, these models face critical challenges when deployed in real-world applications,…

Computation and Language · Computer Science 2025-09-16 Pengcheng Jiang , Siru Ouyang , Yizhu Jiao , Ming Zhong , Runchu Tian , Jiawei Han

Cross-domain analogical reasoning is a core creative ability that can be challenging for humans. Recent work has shown some proofs-of concept of Large language Models' (LLMs) ability to generate cross-domain analogies. However, the…

Computation and Language · Computer Science 2023-06-05 Zijian Ding , Arvind Srinivasan , Stephen MacNeil , Joel Chan

Creativity is often seen as a hallmark of human intelligence. While large language models (LLMs) are increasingly perceived as generating creative text, there is still no holistic and scalable framework to evaluate their creativity across…

Large Language Models (LLMs) are revolutionizing industries by enhancing efficiency, scalability, and innovation. This paper investigates the potential of LLMs in automating Computer-Aided Design (CAD) workflows, by integrating FreeCAD with…

Human-Computer Interaction · Computer Science 2025-08-05 Sumit Kumar , Sarthak Kapoor , Harsh Vardhan , Yao Zhao

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

Large language models (LLMs) typically enhance their performance through either the retrieval of semantically similar information or the improvement of their reasoning capabilities. However, a significant challenge remains in effectively…

Artificial Intelligence · Computer Science 2026-01-05 Shuqi Liu , Bowei He , Chen Ma , Linqi Song

The powerful ability to understand, follow, and generate complex language emerging from large language models (LLMs) makes LLM-generated text flood many areas of our daily lives at an incredible speed and is widely accepted by humans. As…

Computation and Language · Computer Science 2024-04-22 Junchao Wu , Shu Yang , Runzhe Zhan , Yulin Yuan , Derek F. Wong , Lidia S. Chao

The usage of Large Language Models (LLMs) for software and test development has continued to increase since LLMs were first introduced, but only recently have the expectations of LLMs become more realistic. Verifying the correctness of code…

Software Engineering · Computer Science 2025-08-20 Zachariah Sollenberger , Rahul Patel , Saieda Ali Zada , Sunita Chandrasekaran

Large language models (LLMs) are increasingly shaping creative work and problem-solving; however, prior research suggests that they may diminish unassisted creativity. To address this tension, a coach-like LLM environment was developed that…

Human-Computer Interaction · Computer Science 2025-10-31 Alon Rosenbaum , Yigal David , Eran Kaufman , Gilad Ravid , Amit Ronen , Assaf Krebs

Conducting literature reviews for scientific papers is essential for understanding research, its limitations, and building on existing work. It is a tedious task which makes an automatic literature review generator appealing. Unfortunately,…

We find ourselves in the midst of an explosion in artificial intelligence research, particularly with large language models (LLMs). These models have diverse applications spanning finance, commonsense knowledge graphs, medicine, and visual…

Software Engineering · Computer Science 2025-08-08 Gang Xu , Airong Wang , Yushan Pan

Machine learning (ML) holds great promise for clinical applications but is often hindered by limited access to high-quality data due to privacy concerns, high costs, and long timelines associated with clinical trials. While large language…

Computation and Language · Computer Science 2026-03-27 Zerui Xu , Fang Wu , Yingzhou Lu , Yuanyuan Zhang , Yue Zhao