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Large language models (LLMs) have emerged as transformative tools in medicine, with strong capabilities in language understanding, reasoning, and structured information extraction. Radiation oncology is particularly well suited for LLM…

Large Language Models (LLMs) have made great strides in areas such as language processing and computer vision. Despite the emergence of diverse techniques to improve few-shot learning capacity, current LLMs fall short in handling the…

Biomolecules · Quantitative Biology 2024-05-14 Xianggen Liu , Yan Guo , Haoran Li , Jin Liu , Shudong Huang , Bowen Ke , Jiancheng Lv

Declarative specifications have a vital role to play in developing safe and dependable software systems. Writing specifications correctly, however, remains particularly challenging. This paper presents a controlled experiment on using large…

Software Engineering · Computer Science 2025-07-22 Yang Hong , Shan Jiang , Yulei Fu , Sarfraz Khurshid

The exponential growth of text-based data in domains such as healthcare, education, and social sciences has outpaced the capacity of traditional qualitative analysis methods, which are time-intensive and prone to subjectivity. Large…

The potential of large language models (LLMs) as decision support tools is increasingly being explored in fields such as business, engineering, and medicine, which often face challenging tasks of decision-making under uncertainty. In this…

Artificial Intelligence · Computer Science 2024-10-14 Ollie Liu , Deqing Fu , Dani Yogatama , Willie Neiswanger

Modern artificial intelligence (AI) systems are powered by foundation models. This paper presents a new set of foundation models, called Llama 3. It is a herd of language models that natively support multilinguality, coding, reasoning, and…

Artificial Intelligence · Computer Science 2024-11-26 Aaron Grattafiori , Abhimanyu Dubey , Abhinav Jauhri , Abhinav Pandey , Abhishek Kadian , Ahmad Al-Dahle , Aiesha Letman , Akhil Mathur , Alan Schelten , Alex Vaughan , Amy Yang , Angela Fan , Anirudh Goyal , Anthony Hartshorn , Aobo Yang , Archi Mitra , Archie Sravankumar , Artem Korenev , Arthur Hinsvark , Arun Rao , Aston Zhang , Aurelien Rodriguez , Austen Gregerson , Ava Spataru , Baptiste Roziere , Bethany Biron , Binh Tang , Bobbie Chern , Charlotte Caucheteux , Chaya Nayak , Chloe Bi , Chris Marra , Chris McConnell , Christian Keller , Christophe Touret , Chunyang Wu , Corinne Wong , Cristian Canton Ferrer , Cyrus Nikolaidis , Damien Allonsius , Daniel Song , Danielle Pintz , Danny Livshits , Danny Wyatt , David Esiobu , Dhruv Choudhary , Dhruv Mahajan , Diego Garcia-Olano , Diego Perino , Dieuwke Hupkes , Egor Lakomkin , Ehab AlBadawy , Elina Lobanova , Emily Dinan , Eric Michael Smith , Filip Radenovic , Francisco Guzmán , Frank Zhang , Gabriel Synnaeve , Gabrielle Lee , Georgia Lewis Anderson , Govind Thattai , Graeme Nail , Gregoire Mialon , Guan Pang , Guillem Cucurell , Hailey Nguyen , Hannah Korevaar , Hu Xu , Hugo Touvron , Iliyan Zarov , Imanol Arrieta Ibarra , Isabel Kloumann , Ishan Misra , Ivan Evtimov , Jack Zhang , Jade Copet , Jaewon Lee , Jan Geffert , Jana Vranes , Jason Park , Jay Mahadeokar , Jeet Shah , Jelmer van der Linde , Jennifer Billock , Jenny Hong , Jenya Lee , Jeremy Fu , Jianfeng Chi , Jianyu Huang , Jiawen Liu , Jie Wang , Jiecao Yu , Joanna Bitton , Joe Spisak , Jongsoo Park , Joseph Rocca , Joshua Johnstun , Joshua Saxe , Junteng Jia , Kalyan Vasuden Alwala , Karthik Prasad , Kartikeya Upasani , Kate Plawiak , Ke Li , Kenneth Heafield , Kevin Stone , Khalid El-Arini , Krithika Iyer , Kshitiz Malik , Kuenley Chiu , Kunal Bhalla , Kushal Lakhotia , Lauren Rantala-Yeary , Laurens van der Maaten , Lawrence Chen , Liang Tan , Liz Jenkins , Louis Martin , Lovish Madaan , Lubo Malo , Lukas Blecher , Lukas Landzaat , Luke de Oliveira , Madeline Muzzi , Mahesh Pasupuleti , Mannat Singh , Manohar Paluri , Marcin Kardas , Maria Tsimpoukelli , Mathew Oldham , Mathieu Rita , Maya Pavlova , Melanie Kambadur , Mike Lewis , Min Si , Mitesh Kumar Singh , Mona Hassan , Naman Goyal , Narjes Torabi , Nikolay Bashlykov , Nikolay Bogoychev , Niladri Chatterji , Ning Zhang , Olivier Duchenne , Onur Çelebi , Patrick Alrassy , Pengchuan Zhang , Pengwei Li , Petar Vasic , Peter Weng , Prajjwal Bhargava , Pratik Dubal , Praveen Krishnan , Punit Singh Koura , Puxin Xu , Qing He , Qingxiao Dong , Ragavan Srinivasan , Raj Ganapathy , Ramon Calderer , Ricardo Silveira Cabral , Robert Stojnic , Roberta Raileanu , Rohan Maheswari , Rohit Girdhar , Rohit Patel , Romain Sauvestre , Ronnie Polidoro , Roshan Sumbaly , Ross Taylor , Ruan Silva , Rui Hou , Rui Wang , Saghar Hosseini , Sahana Chennabasappa , Sanjay Singh , Sean Bell , Seohyun Sonia Kim , Sergey Edunov , Shaoliang Nie , Sharan Narang , Sharath Raparthy , Sheng Shen , Shengye Wan , Shruti Bhosale , Shun Zhang , Simon Vandenhende , Soumya Batra , Spencer Whitman , Sten Sootla , Stephane Collot , Suchin Gururangan , Sydney Borodinsky , Tamar Herman , Tara Fowler , Tarek Sheasha , Thomas Georgiou , Thomas Scialom , Tobias Speckbacher , Todor Mihaylov , Tong Xiao , Ujjwal Karn , Vedanuj Goswami , Vibhor Gupta , Vignesh Ramanathan , Viktor Kerkez , Vincent Gonguet , Virginie Do , Vish Vogeti , Vítor Albiero , Vladan Petrovic , Weiwei Chu , Wenhan Xiong , Wenyin Fu , Whitney Meers , Xavier Martinet , Xiaodong Wang , Xiaofang Wang , Xiaoqing Ellen Tan , Xide Xia , Xinfeng Xie , Xuchao Jia , Xuewei Wang , Yaelle Goldschlag , Yashesh Gaur , Yasmine Babaei , Yi Wen , Yiwen Song , Yuchen Zhang , Yue Li , Yuning Mao , Zacharie Delpierre Coudert , Zheng Yan , Zhengxing Chen , Zoe Papakipos , Aaditya Singh , Aayushi Srivastava , Abha Jain , Adam Kelsey , Adam Shajnfeld , Adithya Gangidi , Adolfo Victoria , Ahuva Goldstand , Ajay Menon , Ajay Sharma , Alex Boesenberg , Alexei Baevski , Allie Feinstein , Amanda Kallet , Amit Sangani , Amos Teo , Anam Yunus , Andrei Lupu , Andres Alvarado , Andrew Caples , Andrew Gu , Andrew Ho , Andrew Poulton , Andrew Ryan , Ankit Ramchandani , Annie Dong , Annie Franco , Anuj Goyal , Aparajita Saraf , Arkabandhu Chowdhury , Ashley Gabriel , Ashwin Bharambe , Assaf Eisenman , Azadeh Yazdan , Beau James , Ben Maurer , Benjamin Leonhardi , Bernie Huang , Beth Loyd , Beto De Paola , Bhargavi Paranjape , Bing Liu , Bo Wu , Boyu Ni , Braden Hancock , Bram Wasti , Brandon Spence , Brani Stojkovic , Brian Gamido , Britt Montalvo , Carl Parker , Carly Burton , Catalina Mejia , Ce Liu , Changhan Wang , Changkyu Kim , Chao Zhou , Chester Hu , Ching-Hsiang Chu , Chris Cai , Chris Tindal , Christoph Feichtenhofer , Cynthia Gao , Damon Civin , Dana Beaty , Daniel Kreymer , Daniel Li , David Adkins , David Xu , Davide Testuggine , Delia David , Devi Parikh , Diana Liskovich , Didem Foss , Dingkang Wang , Duc Le , Dustin Holland , Edward Dowling , Eissa Jamil , Elaine Montgomery , Eleonora Presani , Emily Hahn , Emily Wood , Eric-Tuan Le , Erik Brinkman , Esteban Arcaute , Evan Dunbar , Evan Smothers , Fei Sun , Felix Kreuk , Feng Tian , Filippos Kokkinos , Firat Ozgenel , Francesco Caggioni , Frank Kanayet , Frank Seide , Gabriela Medina Florez , Gabriella Schwarz , Gada Badeer , Georgia Swee , Gil Halpern , Grant Herman , Grigory Sizov , Guangyi , Zhang , Guna Lakshminarayanan , Hakan Inan , Hamid Shojanazeri , Han Zou , Hannah Wang , Hanwen Zha , Haroun Habeeb , Harrison Rudolph , Helen Suk , Henry Aspegren , Hunter Goldman , Hongyuan Zhan , Ibrahim Damlaj , Igor Molybog , Igor Tufanov , Ilias Leontiadis , Irina-Elena Veliche , Itai Gat , Jake Weissman , James Geboski , James Kohli , Janice Lam , Japhet Asher , Jean-Baptiste Gaya , Jeff Marcus , Jeff Tang , Jennifer Chan , Jenny Zhen , Jeremy Reizenstein , Jeremy Teboul , Jessica Zhong , Jian Jin , Jingyi Yang , Joe Cummings , Jon Carvill , Jon Shepard , Jonathan McPhie , Jonathan Torres , Josh Ginsburg , Junjie Wang , Kai Wu , Kam Hou U , Karan Saxena , Kartikay Khandelwal , Katayoun Zand , Kathy Matosich , Kaushik Veeraraghavan , Kelly Michelena , Keqian Li , Kiran Jagadeesh , Kun Huang , Kunal Chawla , Kyle Huang , Lailin Chen , Lakshya Garg , Lavender A , Leandro Silva , Lee Bell , Lei Zhang , Liangpeng Guo , Licheng Yu , Liron Moshkovich , Luca Wehrstedt , Madian Khabsa , Manav Avalani , Manish Bhatt , Martynas Mankus , Matan Hasson , Matthew Lennie , Matthias Reso , Maxim Groshev , Maxim Naumov , Maya Lathi , Meghan Keneally , Miao Liu , Michael L. Seltzer , Michal Valko , Michelle Restrepo , Mihir Patel , Mik Vyatskov , Mikayel Samvelyan , Mike Clark , Mike Macey , Mike Wang , Miquel Jubert Hermoso , Mo Metanat , Mohammad Rastegari , Munish Bansal , Nandhini Santhanam , Natascha Parks , Natasha White , Navyata Bawa , Nayan Singhal , Nick Egebo , Nicolas Usunier , Nikhil Mehta , Nikolay Pavlovich Laptev , Ning Dong , Norman Cheng , Oleg Chernoguz , Olivia Hart , Omkar Salpekar , Ozlem Kalinli , Parkin Kent , Parth Parekh , Paul Saab , Pavan Balaji , Pedro Rittner , Philip Bontrager , Pierre Roux , Piotr Dollar , Polina Zvyagina , Prashant Ratanchandani , Pritish Yuvraj , Qian Liang , Rachad Alao , Rachel Rodriguez , Rafi Ayub , Raghotham Murthy , Raghu Nayani , Rahul Mitra , Rangaprabhu Parthasarathy , Raymond Li , Rebekkah Hogan , Robin Battey , Rocky Wang , Russ Howes , Ruty Rinott , Sachin Mehta , Sachin Siby , Sai Jayesh Bondu , Samyak Datta , Sara Chugh , Sara Hunt , Sargun Dhillon , Sasha Sidorov , Satadru Pan , Saurabh Mahajan , Saurabh Verma , Seiji Yamamoto , Sharadh Ramaswamy , Shaun Lindsay , Shaun Lindsay , Sheng Feng , Shenghao Lin , Shengxin Cindy Zha , Shishir Patil , Shiva Shankar , Shuqiang Zhang , Shuqiang Zhang , Sinong Wang , Sneha Agarwal , Soji Sajuyigbe , Soumith Chintala , Stephanie Max , Stephen Chen , Steve Kehoe , Steve Satterfield , Sudarshan Govindaprasad , Sumit Gupta , Summer Deng , Sungmin Cho , Sunny Virk , Suraj Subramanian , Sy Choudhury , Sydney Goldman , Tal Remez , Tamar Glaser , Tamara Best , Thilo Koehler , Thomas Robinson , Tianhe Li , Tianjun Zhang , Tim Matthews , Timothy Chou , Tzook Shaked , Varun Vontimitta , Victoria Ajayi , Victoria Montanez , Vijai Mohan , Vinay Satish Kumar , Vishal Mangla , Vlad Ionescu , Vlad Poenaru , Vlad Tiberiu Mihailescu , Vladimir Ivanov , Wei Li , Wenchen Wang , Wenwen Jiang , Wes Bouaziz , Will Constable , Xiaocheng Tang , Xiaojian Wu , Xiaolan Wang , Xilun Wu , Xinbo Gao , Yaniv Kleinman , Yanjun Chen , Ye Hu , Ye Jia , Ye Qi , Yenda Li , Yilin Zhang , Ying Zhang , Yossi Adi , Youngjin Nam , Yu , Wang , Yu Zhao , Yuchen Hao , Yundi Qian , Yunlu Li , Yuzi He , Zach Rait , Zachary DeVito , Zef Rosnbrick , Zhaoduo Wen , Zhenyu Yang , Zhiwei Zhao , Zhiyu Ma

Large language models (LLMs) have shown significant potential to change how we write, communicate, and create, leading to rapid adoption across society. This dissertation examines how individuals and institutions are adapting to and…

Computation and Language · Computer Science 2025-06-24 Weixin Liang

Large Language Models (LLMs) have shown promise in various domains, including healthcare, with significant potential to transform mental health applications by enabling scalable and accessible solutions. This study aims to provide a…

Artificial Intelligence · Computer Science 2025-11-25 Abdelrahman Hanafi , Mohammed Saad , Noureldin Zahran , Radwa J. Hanafy , Mohammed E. Fouda

Large Language Models (LLMs) have been extensively researched and used in both academia and industry since the rise in popularity of the Transformer model, which demonstrates excellent performance in AI. However, the computational demands…

Machine Learning · Computer Science 2024-11-06 Jiedong Lang , Zhehao Guo , Shuyu Huang

Large Language Models (LLMs) represent a landmark achievement in Artificial Intelligence (AI), demonstrating unprecedented proficiency in procedural tasks such as text generation, code completion, and conversational coherence. These…

Artificial Intelligence · Computer Science 2025-05-07 Schaun Wheeler , Olivier Jeunen

Artificial Intelligence (AI) models increasingly drive high-stakes consumer interactions, yet their decision logic often remains opaque. Prevailing explainable AI techniques rely on post hoc numerical feature attributions, which fail to…

Computation and Language · Computer Science 2026-01-09 Xiang Cheng , Wen Wang , Anindya Ghose

With the proliferation of open-sourced Large Language Models (LLMs) and efficient finetuning techniques, we are on the cusp of the emergence of numerous domain-specific LLMs that have been finetuned for expertise across specialized fields…

Computation and Language · Computer Science 2023-06-28 Teo Susnjak

Qualitative analysis of textual contents unpacks rich and valuable information by assigning labels to the data. However, this process is often labor-intensive, particularly when working with large datasets. While recent AI-based tools…

Computation and Language · Computer Science 2023-04-24 Ziang Xiao , Xingdi Yuan , Q. Vera Liao , Rania Abdelghani , Pierre-Yves Oudeyer

This paper explores ideas and provides a potential roadmap for the development and evaluation of physics-specific large-scale AI models, which we call Large Physics Models (LPMs). These models, based on foundation models such as Large…

The advent of Large Language Models (LLMs) has ushered in a new era for design science in Information Systems, demanding a paradigm shift in tailoring LLMs design for business contexts. We propose and test a novel framework to customize…

Computers and Society · Computer Science 2024-05-15 Wen Wang , Zhenyue Zhao , Tianshu Sun

The proliferation of Large Language Models (LLMs) in medicine has enabled impressive capabilities, yet a critical gap remains in their ability to perform systematic, transparent, and verifiable reasoning, a cornerstone of clinical practice.…

Computation and Language · Computer Science 2025-08-04 Wenxuan Wang , Zizhan Ma , Meidan Ding , Shiyi Zheng , Shengyuan Liu , Jie Liu , Jiaming Ji , Wenting Chen , Xiang Li , Linlin Shen , Yixuan Yuan

Large language models (LLMs) and Vision-Language Models (VLMs) have been proven to excel at multiple tasks, such as commonsense reasoning. Powerful as these models can be, they are not grounded in the 3D physical world, which involves…

Computer Vision and Pattern Recognition · Computer Science 2023-07-25 Yining Hong , Haoyu Zhen , Peihao Chen , Shuhong Zheng , Yilun Du , Zhenfang Chen , Chuang Gan

Large Language Models (LLMs) have demonstrated remarkable performance across various natural language tasks, marking significant strides towards general artificial intelligence. While general artificial intelligence is leveraged by…

Computation and Language · Computer Science 2023-10-31 Yizhe Yang , Huashan Sun , Jiawei Li , Runheng Liu , Yinghao Li , Yuhang Liu , Heyan Huang , Yang Gao

Large Language Models (LLMs) are becoming widely used to support various workflows across different disciplines, yet their potential in discrete choice modelling remains relatively unexplored. This work examines the potential of LLMs as…

Econometrics · Economics 2026-03-18 Georges Sfeir , Gabriel Nova , Stephane Hess , Sander van Cranenburgh

Design assistants are frameworks, tools or applications intended to facilitate both the creative and technical facets of design processes. Large language models (LLMs) are AI systems engineered to analyze and produce text resembling human…

Human-Computer Interaction · Computer Science 2025-02-12 Swaroop Panda